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Photogrammetry Guide. Photogrammetry is widely used for Aerial surveying, Agriculture, Architecture, 3D Games, Robotics, Archaeology, Construction, Emergency management, and Medical.

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Photogrammetry Guide

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A guide covering Photogrammetry including the applications, libraries and tools that will make you a better and more efficient Photogrammetry development.

Note: You can easily convert this markdown file to a PDF in VSCode using this handy extension Markdown PDF.


Table of Contents

  1. Getting Started with Photogrammetry

  2. Photogrammetry Tools, Libraries, and Frameworks

  3. Autodesk Development

  4. LiDAR Development

  5. Game Development

  6. Machine Learning

  7. Python Development

  8. R Development

Getting Started with Photogrammetry

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Photogrammetry is the art and science of extracting 3D information from photographs. The process involves taking overlapping photographs of an object, structure, or space, and converting them into 2D or 3D digital models. Photogrammetry is often used by surveyors, architects, engineers, and contractors to create topographic maps, meshes, point clouds, or drawings based on the real-world.

Types of Photogrammetry

  • Aerial photogrammetry is process of utilizing aircrafts to produce aerial photography that can be turned into a 3D model or mapped digitally. Now, it is possible to do the same work with a drone.


Image credit: Forestrypedia

  • Terrestrial (Close-range) photogrammetry is when images are captured using a handheld camera or with a camera mounted to a tripod. The output of this method is not to create topographic maps, but rather to make 3D models of a smaller object.


Image credit: TLT Photography

  • Stereo Photogrammetry is a process that involves the estimation of 3D coordinates of points on an object by considering the measurements made of two or more images taken from different positions. The sensor looks at angles that are horizontal or oblique to collect accurate, detailed information for primarily engineering purposes, such as mapping the infrastructure of bridges, buildings, and dams.


Image credit: Stereo Photogrammetry Capture. HELImetrex

Photogrammetry Techniques

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  • Structure from motion (SfM) is a photogrammetry range imaging technique for estimating 3D structures from 2D image sequences that may be coupled with local motion signals.

  • Scale-Invariant Feature Transform (SIFT) is a computer vision algorithm to detect, describe, and match local features in images. This includes object recognition, robotic mapping and navigation, image stitching, and 3D modeling.

  • Digital Outcrop Model (DOM) is a digital 3D representation of the outcrop surface, mostly in a form of textured polygon mesh. This allows for interpretation and reproducible measurement of different geological features, orientation of geological surfaces, width, and thickness of layers.

  • DEM (Digital Elevation Models) is a bare-earth raster grid referenced to a vertical datum. When you filter out non-ground points such as bridges and roads, you get a smooth digital elevation model. The built (power lines, buildings, and towers) and natural (trees and other types of vegetation) aren’t included in a DEM.

  • DSM (Digital Surface Models) is a process that captures both the natural and built/artificial features of the Earth’s surface.

  • DTM (Digital Terrain Models) is a process that has two definitions depending on where you live. USGS LiDAR Base Specification.

    • In some countries, a DTM is actually synonymous with a DEM. This means that a DTM is simply an elevation surface representing the bare earth referenced to a common vertical datum.

    • In the United States and other countries, a DTM has a slightly different meaning. A DTM is a vector data set composed of regularly spaced points and natural features such as ridges and breaklines. A DTM augments a DEM by including linear features of the bare-earth terrain.

  • TIN (Triangular Irregular Networks) is a representation of a continuous surface consisting entirely of triangular facets (a triangle mesh ), used mainly as Discrete Global Grid in primary elevation modeling. TINs are a form of vector-based digital geographic data and are constructed by triangulating a set of vertices (points). The vertices are connected with a series of edges to form a network of triangles. There are different methods of interpolation to form these triangles, such as Delaunay triangulation or distance ordering.

  • Canopy Height Model (CHM) is a separate model derived from elevation data in the point cloud. In forested areas, the difference between the DSM and the DEM can be viewed as CHM, representing the height of trees in the area above ground-level. Software utilizing CHMs can also derive individual tree data, such as crown diameter, crown area and tree boundaries.

  • Ground Control Points (GCPs) is a technique with known real-world coordinates that can be clearly identified in an image. GCPs are used in the orthorectification process to augment the geometric parameters embedded in the raw image and improve the accuracy of the resulting orthorectification.

  • Orthorectification is a process of removing distortion from an image caused by the curvature of the Earth and changes in terrain. It involves correcting the perspective of the image to align it with a map or a coordinate system, resulting in a more accurate representation of the Earth's surface.

  • Orthorectified imagery is a type of imagery that has been processed to apply corrections for optical distortions of satellite/aerial imagery caused by topography and sensor geometry errors.

  • Real Time Kinematic (RTK) is a satellite navigation technique used to enhance the precision of position data derived from satellite-based positioning systems (global navigation satellite systems, GNSS) such as GPS, GLONASS, Galileo, NavIC and BeiDou.

  • Post Processing Kinematic (PPK) is an alternative a satellite navigation technique to Real-Time Kinematic (RTK) used in surveying that corrects the location data after it is collected and uploaded. This technique is commonly used in drone mapping and land surveying.

  • Gaussian Splatting is a rasterization technique described in 3D Gaussian Splatting for Real-Time Radiance Field Rendering that allows real-time rendering of photorealistic scenes learned from small samples of images. Polycam Gaussian splat viewer and creator

  • DynIBaR (Neural Dynamic Image-Based Rendering) is a new method that generates photorealistic free-viewpoint renderings from a single video of a complex, dynamic scene. It can be used to generate a range of video effects, such as “bullet time” effects (where time is paused and the camera is moved at a normal speed around a scene), video stabilization, depth of field, and slow motion, from a single video taken with a phone’s camera. DynIBaR: Space-time view synthesis from videos of dynamic scenes | Google Research

Cameras

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DJI Zenmuse P1 Full-frame 45MP camera.

Links to Helpful Resources:

General camera-type recommendations

Here are some categories in which you should start your research:


Camera Photogrammetry Nikon D300/5mm precision GPS setup for VORTEX2. Image credit: NOAA

Fully automatic operation:

  • Default: high-end phone.

  • Some more flexibility in a zoom range: high-end compact camera (as in the Sony RX100 line).

  • More flexibility, including distant subjects: high-end superzoom camera (as in the Sony RX10 and Panasonic FZ1000 lines).

  • Extremely distant subjects in daylight: consumer superzoom camera (as in the Nikon P line, Panasonic FZ80, etc.).

Manual/creative control:

  • Default: mirrorless camera.

  • Cheaper alternative (no mirrorless camera that suits your needs is available under budget): DSLR.

    If you’re absolutely sure that’s the only lens you’ll need: fixed prime lens camera (as in the Fujifilm X100 and Ricoh GR lines), high-end compact camera or high-end superzoom camera.

Key concepts and terminology

There are some concepts, terms and features of a camera that you’ll need to learn about to really understand camera reviews and see how one camera differs from another. The following is a list of such terms for you to look up if needed.


Camera Basics. Image credit: Geodetic Systems, Inc

  • Exposure, noise, dynamic range (SDR and HDR).

  • Camera design: interchangeable-lens cameras and fixed-lens cameras, mirrorless and DSLR.

  • Image sensor: size and surface area, resolution.

  • Lens: focal length and angle/field of view, maximum aperture, lens mount and format coverage.

  • Autofocus.

  • Continuous/burst shooting, buffer depth.

  • Viewfinder and display.

  • Image stabilization.

  • Weather resistance.

Remember a camera’s age is irrelevant. Cameras don’t age like smart phones or computers do, because they have no increasingly demanding software to keep up with. So as long as a camera is in good working order, it should work as well as it did when it was brand new.

Make sure to shop at well accepted and well established in the camera market, even at the high end. Try reputable outlets (KEH and mpb) and the used sections on big retailers (B&H and Adorama in the US) and local camera stores. You can also find refurbished cameras sold directly by the manufacturers’ distributors.

Drones

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Links for Drone photography:

A drone is basically an Unmanned Aerial Vehicle (UAV). Before the rise in consumer interest in UAVs, the word “drone” was primarily used to refer to the UAVs used by the military.

Now, though, intelligent quadcopters that have UAV-like features are more popular among consumers than ever before. And while they technically aren’t as advanced as military drones, we refer to them as ”drones” because they are similar in nature (both allow you to operate an aerial vehicle in order to perform a particular task, which, in the case of consumer drones, is typically to shoot video or capture still images).


There are different types of drones for all kinds of situations, so make sure to consider the main purpose for your drone purchase. Even though most drones fall under the categories of consumer or professional grade drones, there are now UAVs geared towards traveling and selfies.

  • Camera drones: These drones might range from $100 to $1000 which have exceptional features that make such drones a market leader in the world of professional drones. They also have Obstacle avoidable sensors.

  • Compact drones: These drones are specially designed for panoramic images and landscape shoot. The best feature of compact drones is that they have an ability to change the image format from JEPG to raw images. Raw images have more details and can produce 4k quality of the picture and videos. For example, DJI Inspire 2, which falls in the category of professional drones has a speed of 60+ miles per hour (97+ kilometers per hour) and has a dual battery backup of up to 30 minutes. Use these drones in the places where you cannot step in and take the pictures that you don’t need to crop or it can adversely affect the quality of the picture.

The different among RTF, BNF and ARF:

  • RTF stands for Ready-To-Fly - Usually an RTF quadcopter doesn’t require any assembly or setup, but you may have to do some simple things like charge up the battery, install the propellers or bind the controller to the quadcopter (get them talking to each other).

  • BNF stands for Bind-And-Fly - A BNF quadcopter usually comes completely assembled, but without a controller. With BNF models, you’ll have to use the controller that you already have (if it’s compatible) or find a controller sold separately. One thing you should know is that just because a transmitter and receiver are on the same frequency that doesn’t mean that they’ll work together.

  • ARF stands for Almost-ready-to-fly - ARF Drones are usually like quadcopter kits. They usually don’t come with a transmitter or receiver and might require partial assembly. An ARF drone kit might also leave out components like motors, ESCs, or even the flight controller and battery. The definition of an ARF drone kit is very broad, so whenever you see ARF in the title, you should read the description thoroughly.

Taking care of legal consideration

Before you get started with your drone (I know you must be excited) make sure you are updated with all the rules and regulations for what you can and what you cannot do with the drone, the restricted areas and the permission to fly near any private property.

  • Various countries have their own rules and regulations for flying drones. For Example in the UK it’s Civil Aviation Authority (CAA) that restricts you from flying drones near airports or aircraft, keep the drone below 400 feet etc. Further you can refer to the UK link

  • In the US it’s federal Aviation Administration (FAA) which has a code of not to fly above a group of people, never fly under influence of drugs and alcohol. Please refer to here

  • Similarly, for various countries you have strict rules that need to be taken care of before making a decision of buying a drone. So, save yourself from getting disheartened of the fact that you cannot achieve the purpose for what you bought this drone.

Improve the drone flying skills

A lot of people think that drones are hard to fly, but the truth is, they’re really not. Anyone capable of using an iPhone or Android device is more than capable of flying a drone. However, this does not mean that drones are fool proof. Even the most advanced drones require some general knowledge if you want to avoid crashing or worse, losing your drone forever. So you need to improve your flying drone skills.

Where To Buy A Drone?

If you don’t know where to buy a drone, don’t worry. There are tons of online stores for drones that will ship to just about any major country. If you’re buying toy drones, the best place to go is Amazon or others below:

All of the main websites for buying drones.

Geographic Information System

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Geographic Information System (GIS) is an information system able to encode, store, transform, analyze and display geospatial information.


Image credit: geo.university

Geographic Information System Software

  • ArcGIS Desktop: Extendable desktop suite to manage, visualize and analyze GIS data in 2D and 3D, including image processing. Includes ArcGIS Pro, ArcMap, ArcCatalog, and ArcGIS Online.
  • DIVA-GIS - DIVA-GIS is a free geographic information system software program used for the analysis of geographic data, in particular point data on biodiversity.
  • GeoDa - A free and open source software tool that serves as an introduction to spatial data analysis.
  • GISInternals - Povidesdaily build packages and software development kits for the GDAL and MapServer
  • Global Mapper - An easy-to-use, robust, and genuinely affordable GIS application that combines a wide array of spatial data processing tools with access to an unparalleled variety of data formats.
  • GRASS GIS - A free and open source GIS software suite used for geospatial data management and analysis, image processing, graphics and maps production, spatial modeling, and visualization.
  • gvSIG - A powerful, user-friendly, interoperable GIS.
  • JUMP GIS - An open source GIS written in Java
  • MapInfo Pro - A full-featured desktop solution to prepare data for web mapping applications and create presentation quality maps that combines data analysis, visual insights, and map publishing.
  • Marble - A virtual globe and world atlas.
  • OpenOrienteering Mapper - A software for creating maps for the orienteering sport.
  • QGIS - A free and open source GIS.
  • SAGA - Open source system for automated geoscientific analyses.
  • SharpMap - An easy-to-use mapping library for use in web and desktop applications
  • TileMill - An open source map design studio, developed by a community of volunteer open source contributors
  • Whitebox GAT - An open source desktop GIS and remote sensing software package for general applications of geospatial analysis and data visualization.
  • DIVA-GIS - DIVA-GIS is a free geographic information system software program used for the analysis of geographic data, in particular point data on biodiversity.
  • Abc-Map - A lightweight and user-friendly Web GIS. Create, import data from various sources, export maps or share them online freely and easily.

Remote Sensing

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Remote Sensing is a set of techniques used to gather and process information about an object without direct physical contact.

  • Active remote sensing are instruments that operate with their own source of emission or light, while passive ones rely on the reflected one. Radiation also differs by wavelengths that fall into short (visible, NIR, MIR) and long (microwave). Active remote sensing techniques differ by what they transmit (light or waves) and what they determine (distance, height, atmospheric conditions, etc.).

  • Passive remote sensing are instruments that depend on natural energy (sunrays) bounced by the target. For this reason, it can be applied only with proper sunlight, otherwise there will be nothing to reflect. It employs multispectral or hyperspectral sensors that measure the acquired quantity with multiple band combinations. These combinations differ by the number of channels (two wavelengths and more). The scope of bands (visible, IR, NIR, TIR, microwave).


Image credit: mdpi

Remote Sensing Software

  • eCognition - A powerful development environment for object-based image analysis.
  • ENVI 🌟 - A geospatial imagery analysis and processing software.
  • ERDAS IMAGINE 🌟 - A geospatial imagery analysis and processing software.
  • Google Earth - A computer program that renders a 3D representation of Earth based on satellite imagery.
  • Google Earth Studio - An animation tool for Google Earth’s satellite and 3D imagery.
  • GRASS GIS - A free and open source GIS software suite used for geospatial data management and analysis, image processing, graphics and maps production, spatial modeling, and visualization.
  • Opticks - An expandable remote sensing and imagery analysis software platform that is free and open source.
  • Orfeo toolbox - An open-source project for state-of-the-art remote sensing, including a fast image viewer, apps callable from Bash, Python or QGIS, and a powerful C++ API.
  • PANOPLY- Panoply plots geo-referenced and other arrays from netCDF, HDF, GRIB, and other datasets.
  • PCI Geomatica - A remote sensing desktop software package for processing earth observation data.
  • SNAP - A common architecture for all Sentinel Toolboxes.

Point Cloud Processing

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Point Cloud Processing is a huge number of tiny data points that exist in three dimensions(3D). If you could spit those points out of a scanner they would appear as a cloud. This can be used for mapping, perception, and navigation in robotics and autonomous systems. It can also be used in augmented reality (AR) and virtual reality (VR) applications.

Functions of point cloud processing software include:

  • Manual editing of the point cloud.
  • Automatic cleanup and filtering.
  • Offloading tasks to the cloud.
  • Rendering.
  • Point distance calculation.
  • Registration.
  • Conversion to mesh.
  • Conversation to NURBS.


Point Cloud Processing & Data Management. Image credit: H2H Associates

Point Cloud Processing Software

  • CloudCompare is a 3D point cloud processing software. It can also handle triangular meshes and calibrated images.
  • PCL - Point Cloud Library is a standalone, large scale, open project for 2D/3D image and point cloud processing.
  • Leica Cyclone is the market-leading point cloud processing software. It is a family of software modules that provides the widest set of work process options for 3D laser scanning projects in engineering, surveying, construction and related applications.
  • FARO SCENE is a software that allows you to capture, process and register real-world objects and environments in 3D point cloud. You can create stunning visualizations, share and collaborate, and access virtual reality -LRB- VR -RRB- views of your scans.
  • Autodesk ReCap is a software that let's you create accurate 3D models with reality capture using laser scanning. This software, which lets you convert reality into a 3D model or 2D drawing, actually comes in two flavors: ReCap and ReCap Pro.
  • Trimble RealWorks is a powerful office software suite to integrate 3D point cloud and survey data. It effectively manages large scan datasets to register, analyze, model, collaborate and produce compelling deliverables.
  • PDAL - Point Data Abstraction Library is a C++/Python BSD library for translating and manipulating point cloud data.
  • libLAS is a C/C++ library for reading and writing the very common LAS LiDAR format (Legacy. Replaced by PDAL).
  • entwine is a data organization library for massive point clouds, designed to conquer datasets of hundreds of billions of points as well as desktop-scale point clouds.
  • PotreeConverter is another data organisation library, generating data for use in the Potree web viewer.
  • lidR is a R package for Airborne LiDAR Data Manipulation and Visualization for Forestry Applications.
  • pypcd is a Python module to read and write point clouds stored in the PCD file format, used by the Point Cloud Library.
  • Open3D is an open-source library that supports rapid development of software that deals with 3D data. It has Python and C++ frontends.
  • cilantro is a Lean and Efficient Library for Point Cloud Data Processing (C++).
  • PyVista is a 3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit(VTK).
  • pyntcloud is a Python library for working with 3D point clouds.
  • pylas Reading Las (lidar) in Python.
  • PyTorch PyTorch Geometric (PyG) is a geometric deep learning extension library for PyTorch.
  • Paraview is a Open-source, multi-platform data analysis and visualization application.
  • MeshLab is a Open source, portable, and extensible system for the processing and editing of unstructured 3D triangular meshes
  • OpenFlipper is a Open Source Geometry Processing and Rendering Framework.
  • PotreeDesktop is a desktop/portable version of the web-based point cloud viewer Potree
  • 3d-annotation-tool is a lightweight desktop application to annotate pointclouds for machine learning.

LiDAR

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Light Detection and Ranging (LiDAR) is a technology used to create high-resolution models of ground elevation with a vertical accuracy of 10 centimeters (4 inches). Lidar equipment, which includes a laser scanner, a Global Positioning System (GPS), and an Inertial Navigation System (INS), is typically mounted on a small aircraft. The laser scanner transmits brief pulses of light to the ground surface. Those pulses are reflected or scattered back and their travel time is used to calculate the distance between the laser scanner and the ground.  Lidar data is initially collected as a “point cloud” of individual points reflected from everything on the surface, including structures and vegetation. To produce a “bare earth” Digital Elevation Model (DEM), structures and vegetation are stripped away.


3D Data Visualization of Golden Gate Bridge. Source: USGS

Mola is a Modular Optimization framework for Localization and mApping (MOLA).


3D LiDAR SLAM from KITTI dataset. Source: MOLA

Basic matching algorithms

Semantic segmentation

Ground segmentation

Simultaneous localization and mapping SLAM and LIDAR-based odometry and or mapping LOAM

Object detection and object tracking

Neural Radiance Field (NeRF)

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NeRF (Neural Radiance Field) is a neural rendering model that learns a high-resolution 3D scene in seconds and can render images of that scene in a few milliseconds. It works by taking a handful a of 2D images representing a scene and interpolating between them to render one complete 3D scene.


NVIDIA Instant NeRFs. Image Credit: NVIDIA

Tiny CUDA Neural Networks is a small, self-contained framework for training and querying neural networks. Most notably, it contains a lightning fast "fully fused" multi-layer perceptron (technical paper), a versatile multiresolution hash encoding (technical paper), as well as support for various other input encodings, losses, and optimizers.


NVIDIA Instant NeRFs using tiny-cuda-nn (Tiny CUDA Neural Networks). Image Credit: NVIDIA

Compression
Unconstrained Images
Pose Estimation
Compositionality
Scene Labelling and Understanding
Object Category Modeling
Multi-scale
Model Reconstruction
Depth Estimation
Robotics
Large-scale scene

LERF(Language Embedded Radiance Fields)

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LERF(Language Embedded Radiance Fields) is a AI process that optimizes a dense, multi-scale language 3D field by volume rendering CLIP embeddings along training rays, supervising these embeddings with multi-scale CLIP features across multi-view training images.


LERF Rendering. Image credit: LERF.io

Certifications & Courses

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Books/eBooks

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YouTube Tutorials

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Introduction to Photogrammetry (Cyrill Stachniss, 2021 Complete Meshroom Tutorial | Photogrammetry Course by Gleb AlexandrovPhotoscanning - Camera Settings | Photogrammetry Course by Gleb Alexandrov Surveying 02- Photogrammetry & Hydrographic Survey - 30 minute conceptual series I TNPSC JDO 2023 How To Create Accurate Maps With GCP's - Drone Photography DJI Mavic 3 Enterprise - RTK Surveying and Mapping Drone Photogrammetry Course: Photoreal 3d With Blender And Reality Capture Which photogrammetry tool is the best ? (3DF Zephyr, Metashape, Reality Capture, Meshroom) Photogrammetry in Blender and Meshroom - Blender Tutorial Urban photogrammetry | Steps Cottage by 3D Pivot RealityCapture to UE5 - Workflow Tutorial How I 3D scanned a whole freakin' mountain range with a drone | FULL WORKFLOW Capturing the World’s OLDEST Stave Church in Unreal Engine 5 The Most Photorealistic UNREAL ENGINE 5 Body Cam Demos 4K 2023 Photogrammetry Survival Guide | Free & Easy | For 3D Printing | Art & Game Assets | Phone or Camera Agisoft Metashape - Complete Tutorial (Cloud, Mesh, DSM, DTM, Classify, Orthoimage - No GCPs) How AI Photogrammetry Is Changing 3D Forever s Nerf The End of Photogrammetry ONE Thing To Dramatically Improve Your Photogrammetry The Best 3D Scanning Apps for iPhone

Photogrammetry Tools, Libraries, and Frameworks

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Autodesk® ReCap™ is a software tool that converts reality captured from laser scans or photos into a 3D model or 2D drawing that's ready to be used in your design built for UAV and drone processes.

Autodesk® ReCap™ Photo is a cloud-connected solution tailored for drone/UAV photo capturing workflows. Using ReCap Photo, you can create textured meshes, point clouds with geolocation, and high-resolution orthographic views with elevation maps.

Pix4D is a unique suite of photogrammetry software for drone mapping. Capture images with our app, process on desktop or cloud and create maps and 3D models.

PIX4Dmapper is the leading photogrammetry software for professional drone mapping.

RealityCapture is a state-of-the-art photogrammetry software solution that creates virtual reality scenes, textured 3D meshes, orthographic projections, geo-referenced maps and much more from images and/or laser scans completely automatically.

ArcGIS Reality is a suite of photogrammetry software products designed to enable reality capture workflows for sites, cities, and countries.

ArcGIS Drone2Map is the desktop app for your GIS drone mapping needs. As a 2D & 3D photogrammetry app, create the outputs you need.

Adobe Scantastic is a tool that makes the creation of 3D assets accessible to everyone. It can be used with just a mobile device (combined with Adobe's server-based photogrammetry pipeline), users can easily scan objects in their physical environment and turn them into 3D models which can then be imported into tools like Adobe Dimension and Adobe Aero.

Adobe Aero is a tool that helps you build, view, and share immersive AR experiences. Simply build a scene by bringing in 2D images from Adobe Photoshop and Illustrator, or 3D models from Adobe Dimension, Substance, third-party apps like Cinema 4D, or asset libraries like Adobe Stock and TurboSquid. Aero optimizes a wide array of assets, including OBJ, GLB, and glTF files, for AR, so you can visualize them in real time.

Agisoft Metashape is a stand-alone software product that performs photogrammetric processing of digital images and generates 3D spatial data to be used in GIS applications, cultural heritage documentation, and visual effects production as well as for indirect measurements of objects of various scales.

MicroStation is a CAD software platform for 2D and 3D dimensional design and drafting, developed and sold by Bentley Systems. It generates 2D/3D vector graphics objects and elements and includes building information modeling (BIM) features.

Leica Photogrammetry Suite (LPS) is a powerful photogrammetry system that delivers full analytical triangulation, the generation of digital terrain models, orthophoto production, mosaicking, and 3D feature extraction in a user-friendly environment that guarantees results even for photogrammetry novices.

DroneDeploy is a powerful Cloud Photogrammetry platform that provides fast, high-quality results at any scale Upload up to 10,000 images at once without specialized hardware or software Process hundreds of maps simultaneously across your organization Generate precise 2D maps, 3D models, and 360 panoramas.

Polycam is the world's most popular LiDAR 3D scanning app for iOS(iPhone/iPad), Web, and Android. It let's you scan the world around you with your mobile device, DSLR camera, or drone to get beautiful, accurate 3D models.

Sanborn Prism4D™ is a Real-Time Decision Support and Visualization Software that provides integrated command center operation functions within a single turnkey system and performs as a decision support and visualization system for analysis of geospatial information. It includes tools for 2D and 3D visualization that can be integrated with other applications providing a seamless ability to analyze, plan and react in real time to events.

FlightGoggles is a photorealistic sensor simulator for perception-driven robotic vehicles. FlightGoggles provides photorealistic exteroceptive sensor simulation using graphics assets generated with photogrammetry.

ArcMap Raster Edit Suite - is an ArcMap Add-in that enables manual editing of single pixels on raster layer.

Bertin.js is a JavaScript library for visualizing geospatial data and make thematic maps for the web.

CMV - The Configurable Map Viewer is a community-supported open source mapping framework. CMV works with the Esri JavaScript API, ArcGIS Server, ArcGIS Online and more.

ContextCapture is a tool that enables you to automatically generate multi-resolution 3D models at any scale and precision.

Correlator3D is a High-end photogrammetry suite.

FlowEngine is the perfect photogrammetry Software Development Kit with a powerful, fully customizable photogrammetry reconstruction engine written in C++.

FME Desktop is an integrated collection of Spatial ETL tools for data transformation and data translation.

Geomedia is a Commercial GIS software.

GRASS (Geographic Resources Analysis Support System) GIS is a free and open source GIS software.

SNAP is an open source common architecture for ESA Toolboxes ideal for the exploitation of Earth Observation data.

TerrSet (formerly IDRISI) is an integrated geographic information system (GIS) and remote sensing software

The Sentinel Toolbox is a collection of processing tools, data product readers and writers and a display and analysis application to process Sentinel data.

BoofCV is an open source library written from scratch for real-time computer vision. Its functionality covers a range of subjects, low-level image processing, camera calibration, feature detection/tracking, structure-from-motion, fiducial detection, and recognition.

OpenMVG (open Multiple View Geometry) is a library for 3D Computer Vision and Structure from Motion. It's targeted for the Multiple View Geometry community.

Mapnik is an open source toolkit for developing mapping applications. It uses a C++ shared library providing algorithms and patterns for spatial data access and visualization.

Cesium is the foundational open platform for creating powerful 3D geospatial applications.

CesiumJS is a JavaScript library for creating 3D globes and 2D maps in a web browser without a plugin. It uses WebGL for hardware-accelerated graphics, and is cross-platform, cross-browser, and tuned for dynamic-data visualization.

Cesium ion is a robust, scalable, and secure platform for 3D geospatial data. Upload your content and Cesium ion will optimize it as 3D Tiles, host it in the cloud, and stream it to any device. It includes access to curated global 3D content including Cesium World Terrain, Bing Maps imagery, and Cesium OSM Buildings.

Cesium for Unreal is a tool that brings the 3D geospatial ecosystem to Unreal Engine. By combining a high-accuracy full-scale WGS84 globe, open APIs and open standards for spatial indexing such as 3D Tiles, and cloud-based real-world content from Cesium ion with Unreal Engine, this project enables a new era of 3D geospatial software.

Cesium for O3DE is a tool that provides a full-scale, high-accuracy (WGS84) globe and runtime 3D Tiles engine for the open source Open 3D Engine (O3DE).

3D Tiles is an open specification for sharing, visualizing, fusing, and interacting with massive heterogenous 3D geospatial content across desktop, web, and mobile applications.

TeleSculptor is an open source, cross-platform desktop application for photogrammetry. It was designed specifically with a focus on aerial video processing leveraging video metadata standards (MISB 0601) for geolocation, but it can handle both images and video either with or without metadata. TeleSculptor uses structure-from-motion techniques to estimate camera parameters and a sparse set of 3D landmarks.

Terramodel is a powerful software package for the surveyor, civil engineer or contractor who requires a CAD and design package with integrated support for raw survey data.

MicMac is a free and open-source photogrammetry software tools for 3D reconstruction.

3DF Zephyr is a photogrammetry software solution by 3Dflow. It allows you automatically reconstruct 3D models from photos and deal with any 3D reconstruction and scanning challenge. No matter what camera sensor, drone or laser scanner device you are going to use.

COLMAP is a general-purpose Structure-from-Motion (SfM) and Multi-View Stereo (MVS) pipeline with a graphical and command-line interface. It offers a wide range of features for reconstruction of ordered and unordered image collections.

Multi-View Environment (MVE) is an effort to ease the work with multi-view datasets and to support the development of algorithms based on multiple views. It features Structure from Motion, Multi-View Stereo and Surface Reconstruction. MVE is developed at the TU Darmstadt.

OpenMVG (open Multiple View Geometry) is a photogrammtery that provides an end-to-end 3D reconstruction from images framework compounded of libraries, binaries, and pipelines. The libraries provide easy access to features like: images manipulation, features description and matching, feature tracking, camera models, multiple-view-geometry, robust-estimation, and structure-from-motion algorithms.

DroneDeploy is a drone mapping software for flying your drone to using your data to create interactive maps, 3D models, videos, and more.

AliceVision is a Photogrammetric Computer Vision Framework which provides 3D Reconstruction and Camera Tracking algorithms. AliceVision comes up with strong software basis and state-of-the-art computer vision algorithms that can be tested, analyzed and reused.

Meshroom is a free, open-source 3D Reconstruction Software based on the AliceVision framework.

PhotoModeler is a software extracts Measurements and Models from photographs taken with an ordinary camera. A cost-effective way for accurate 2D or 3D measurement, photo-digitizing, surveying, 3D scanning, and reality capture.

OpenDroneMap(ODM) is an open source command line toolkit to generate maps, point clouds, 3D models and DEMs from drone, balloon or kite images.

WebODM is a user-friendly, commercial grade software for drone image processing. Generate georeferenced maps, point clouds, elevation models and textured 3D models from aerial images. It supports multiple engines for processing, currently ODM and MicMac.

NodeODM is a standard API specification for processing aerial images with engines such as ODM. The API is used by clients such as WebODM, CloudODM and PyODM.

ClusterODM is a reverse proxy, load balancer and task tracker with optional cloud autoscaling capabilities for NodeODM API compatible nodes. In a nutshell, it's a program to link together multiple NodeODM API compatible nodes under a single network address.

Mosaic is an extension to the Apache Spark framework that allows easy and fast processing of very large geospatial datasets.) is an extension to the Apache Spark framework that allows easy and fast processing of very large geospatial datasets.

FIELDimageR is an R package to analyze orthomosaic images from agricultural field trials.

Regard3D is a free and open source structure-from-motion program. It converts photos of an object, taken from different angles, into a 3D model of this object.

PhotoCatch is the first app for Apple's Object Capture API, enabling anyone to create stunning 3D models in minutes, not days, with no code or 3D experience required.

PhotoCatch Desktop is a Professional photogrammetry workstation for exporting beautiful 3D assets ready for Augmented Reality and Visual Effects. It provides performance optimizations for M1 Max and M1 Ultra on MacBook Pro and Mac Studio, so you can process up to 4 3D models at the same time.

PhotoCatch Cloud is a professional service that brings desktop class photogrammetry and 3D editing tools to mobile devices, so you can capture, edit, and share 3D content on-site. It Syncs photo capture with your equipment and use Depth Capture so your 3D models stay the same size as the real world objects.

Martin is a tile server able to generate vector tiles from large PostGIS databases on the fly, or serve tiles from PMTile and MBTile files. Martin optimizes for speed and heavy traffic, and is written in Rust.

Headway is a maps stack in a box that makes it easy to take your location data into your own hands. With just a few commands you can bring up your own fully functional maps server. This includes a frontend, basemap, geocoder and routing engine. Choose one of the 200+ predefined cities or provide your own OpenStreetMap extract covering any area: from a neighborhood to the whole planet.

OpenLayers is a high-performance, feature-packed library for creating interactive maps on the web. It can display map tiles, vector data and markers loaded from any source on any web page.

Supercluster is a very fast JavaScript library for geospatial point clustering for browsers and Node.

MapLibre GL JS is an open-source library for publishing maps on your websites or webview based apps. Fast displaying of maps is possible thanks to GPU-accelerated vector tile rendering.

MapLibre Native is an Interactive vector tile maps for iOS, Android and other platforms.

Maplibre-rs is an Experimental Maps for Web, Mobile and Desktop.

Prettymaps is a small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.

OrientDB is an Open Source Multi-Model NoSQL DBMS with the support of Native Graphs, Documents Full-Text, Reactivity, Geo-Spatial and Object Oriented concepts.

PgRouting is a tool that extends the PostGIS / PostgreSQL geospatial database to provide geospatial routing functionality.

PostGIS Vector Tile Utils is a set of PostgreSQL functions that are useful when creating vector tile sources.

CMV - The Configurable Map Viewer is a community-supported open source mapping framework. CMV works with the Esri JavaScript API, ArcGIS Server, ArcGIS Online and more.

ContextCapture is a tool that enables you to automatically generate multi-resolution 3D models at any scale and precision.

Correlator3D is a High-end photogrammetry suite.

FME Desktop is an integrated collection of Spatial ETL tools for data transformation and data translation.

Geomedia is a Commercial GIS software.

GRASS (Geographic Resources Analysis Support System) GIS is a free and open source GIS software.

pyGEDI is a high performance, lower cognitive load, and cleaner and more transparent code for data extraction, analysis, processing, and visualization of Global Ecosystem Dynamics Investigation (GEDI) products.

rGEDI is an R Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) Data Visualization and Processing.

Quick Terrain Modeler is a proprietary LiDAR exploitation software by Applied Imagery.

SNAP is an open source common architecture for ESA Toolboxes ideal for the exploitation of Earth Observation data.

The Point Cloud Library (PCL) is a standalone, large scale, open project for 2D/3D image and point cloud processing.

TopoDOT is a proprietary software for extracting topography, 3D models, GIS Assets, and more from point cloud data.

Treetop is a Shiny-based Application for Extracting Forest Information from LiDAR data.

TerrSet (formerly IDRISI) is an integrated geographic information system (GIS) and remote sensing software

The Sentinel Toolbox is a collection of processing tools, data product readers and writers and a display and analysis application to process Sentinel data.

3D Scanner App for Mac is a desktop tool for processing photos and videos into 3D models using the power of Photogrammetry; which makes it perfect for 3D Design, CAD, Architecture, Games Assets, AR, VR, XR. It shares USDZ models via iMessage to let friends and family see your models in Augmented Reality.

Cartographer is a system that provides real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations.

Tile38 is an open source (MIT licensed), in-memory geolocation data store, spatial index, and realtime geofencing server. It supports a variety of object types including lat/lon points, bounding boxes, XYZ tiles, Geohashes, and GeoJSON.

OSMnx is a Python package that lets you download geospatial data from OpenStreetMap and model, project, visualize, and analyze real-world street networks and any other geospatial geometries.

GraphHopper is a fast and memory-efficient routing engine released under Apache License 2.0. It can be used as a Java library or standalone web server to calculate the distance, time, turn-by-turn instructions and many road attributes for a route between two or more points.

Rasterio is a tool that reads and writes geospatial raster datasets.

GRASS GIS is a Geographic Information System used for geospatial data management and analysis, image processing, graphics/map production, spatial modeling, and visualization.

Headway is a self-hostable maps stack, powered by OpenStreetMap. This makes it easy to take control of your location data into your own hands. With just a few commands you can bring up your own fully functional maps server. This includes a frontend, basemap, geocoder and routing engine.

QGroundControl (QGC) is an intuitive and powerful ground control station (GCS) for UAVs. It provides full flight control and mission planning for any MAVLink enabled drone(Android, iOS, Mac OS, Linux, Windows), and vehicle setup for both PX4 and ArduPilot powered UAVs.

GAAS is an open-source program designed for fully autonomous VTOL(a.k.a flying cars) and drones. GAAS stands for Generalized Autonomy Aviation System. It provides a fully autonomous flight platform based on lidar, HD-map relocalization, path planning, and other modules for aircraft.

Fast-Planner is developed aiming to enable quadrotor fast flight in complex unknown environments. It contains a rich set of carefully designed planning algorithms.

Paparazzi is a free open source software package for Unmanned (Air) Vehicle Systems. For many years, the system has been used successfuly by hobbyists, universities and companies all over the world, on vehicles of various sizes (11.9g to 25kg).

CARMA Platform is built on robot operating system (ROS) and utilizes open source software (OSS) that enables Cooperative Driving Automation (CDA) features to allow Automated Driving Systems to interact and cooperate with infrastructure and other vehicles through communication.

Nerfstudio is a tool that provides a simple API that allows for a simplified end-to-end process of creating, training, and testing NeRFs. The library supports a more interpretable implementation of NeRFs by modularizing each component. With more modular NeRFs, we hope to create a more user-friendly experience in exploring the technology.

PyTrx is a Python object-oriented toolbox created for the purpose of calculating real-world measurements from oblique images and time-lapse image series. Its primary purpose is to obtain velocities, surface areas, and distances from imagery of glacial environments.

Qlone is a photogrammetry app for creation of 3D models on mobile devices. Qlone is unique in being able to create 3D models on the mobile device without recourse to external cloud servers.

QGIS is a Free and Open Source Geographic Information System.

Aerotas is a tool that processes the data Photogrammetry + Topography + Planimetrics CAD files created from your drone data.

Topo Setter is a simple, yet powerful tool for automated postprocessing GNSS data in any coordinate system and replacing coordinates in image EXIF tags with precise coordinates from postprocessed GNSS data. It provides a high level of the input data accuracy.

TOPODRONE is a Swiss-based designer and manufacturer of high-precision surveying equipment. They offer a lightweight 360° LiDAR model range with advanced features and capabilities: LiDAR 100 & 100+ with a 100 m working flight altitude and LiDAR 200+ with a 200m working flight altitude. All of them can be used as a single payload for different carriers and installed on a drone, car and backpack.

KIRI Engine is the World's Most Powerful 3D Scanner App for iOS, Android, and Web Browsers.

WIDAR is a 3D contents creation app that allows you to scan and edit 3D models on your smartphone. Enjoy creating high-quality 3D contents, view directly on device, play in AR and post the contents on in-app community. It can also export 3D contents to use in game, VFX effect in movies, architecture, construction, AR, VR, and 3D printing.

Trnio is a tool that turns your iPhone to into a high-quality 3D scanner, using our cloud service (scans are NOT processed on your device) to convert your images into high-quality scans.

Scandy Pro is a 3D scanner tool for iOS/iPadOS that allows users to capture full-color 3D scans. Users can save scans and export scans with different file formats (.stl, .ply, .obj, .glb, .usdz), scales (m, cm, mm, in.), and 3D editor orientations (Zbrush, Blender, Unreal, OpenGL, Maya, CRY, 3DS, Cinema4D, AutoCAD). All rendering is done on-device and there is no need to register or store files in the cloud.

AR Floorplan 3D is a measurement app, augmented reality (AR, lidar scanner) for quick room measurement. AR camera sensor technology allows to lay virtual tape measure ruler on a real-world surfaces, making measurement process and 3D floor planner creation easier and quicker. Using the device's camera sensor to sketch home, draw blueprints, build design.

Autodesk Development

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Autodesk Learning Resources

Autodesk is a global leader in design and make technology, with expertise across architecture, engineering, construction, design, manufacturing, and entertainment.

CNC programming (Computer Numerical Control Programming) is utilized by manufacturers to create program instructions for computers to control a machine tool. CNC is highly involved in the manufacturing process and improves automation as well as flexibility.

AutoDesk Learning & Training

Autodesk Certification

Autodesk University

Autodesk Design Academy

Autodesk Customer Success Hub

Software and Services for Education | Autodesk Education

AutoDesk Forums

AutoDesk Developer Network

Learning Civil 3D on Autodesk Knowledge Network

Top Autodesk Courses on Udemy

Top Autodesk Courses on Coursera

Top Autodesk Fusion 360 Courses on Coursera

Autodesk Tools and Frameworks

AutoCAD® is computer-aided design (CAD) software that architects, engineers, and construction professionals rely on to create precise 2D and 3D drawings. It also automates tasks such as comparing drawings, counting, adding blocks, creating schedules.

AutoCAD LT® is a powerful 2D computer-aided design (CAD) software that architects, engineers, construction professionals, and designers rely on to design, draft, and document with precise 2D geometry.

AutoCAD® Mobile App is a mobile(smartphone or tablet) version of AutoCAD that has the core design and drafting tools. Work on your CAD drawings anytime, anywhere—even offline.

AutoCAD® Web App is a web version of AutoCAD that can edit, create, share, and view CAD drawings in a web browser on any computer.


AutoCAD® with Architecture toolset. Source: Autodesk


AutoCAD® with Mechanical toolset. Source: Autodesk


AutoCAD® with Electrical toolset. Source: Autodesk

Tinkercad® is a free, easy-to-use app for 3D design, electronics, and coding. It's used by teachers, kids, hobbyists, and designers to imagine, design, and make anything.

Revit® is a BIM (Building Information Modeling) software to drive efficiency and accuracy across the project lifecycle, from conceptual design, visualization, and analysis to fabrication and construction.

AEC(Architecture, Engineering & Construction) Collection® is a set of BIM and CAD tools for designers, engineers, and contractors that is supported by a cloud-based common data environment that facilitates project delivery from early-stage design through to construction.

Fusion 360® is an integrated CAD, CAM, CAE, and PCB software application. It unifies design, engineering, electronics, and manufacturing into a single software platform.


Autodesk® Fusion 360. Source: Autodesk

Fusion 360 with FeatureCAM® is a tool that gives you access to FeatureCAM Ultimate, PartMaker, Fusion 360, Fusion Team, and HSMWorks. With FeatureCAM CNC programming software uses manufacturing knowledge to intelligently make decisions, produce results, and remove repetitive processes.

Fusion 360 with Netfabb® is a software that offers a complete toolset for design and implementation for additive manufacturing. It streamlines workflows and automates processes around 3D print preparation. The software also includes access to Fusion 360, Fusion 360 Team, and additional capabilities through Fusion 360 Additive Extensions.

Fusion 360 Manage is a product lifecycle management platform that connects your people, processes, and data across departments and geographies. It gives you the flexibility to start today and expand tomorrow with PLM that adapts to your business.

Fusion Team is a cloud-based coll tool that helps eliminate the inefficiencies that disparate tools create when working with your internal and external teams.

Fusion 360 with PowerInspect® is a 3D measurement software offers a powerful way to inspect, validate, and manage quality for all measurement equipment. Now includes access to Fusion 360, Fusion 360 Team, and Fusion 360 – Machining Extension. PowerInspect includes comprehensive inspection tools that measure parts while they’re still in On Machine Verification (OMV). Machine tool probing helps you make informed scrap or rework decisions quickly.

Fusion 360 with PowerMill® CAM is a software provides expert CNC programming strategies for complex 3 and 5-axis manufacturing. This includes access to Fusion 360 and advanced manufacturing capabilities through Fusion 360 extensions.


CNC machining with Fusion 360 with PowerMill® CAM. Source: Autodesk

Fusion 360 with PowerShape® is a manufacturing CAD software combines surface, solid, and mesh modeling to help prepare molds, dies, and other complex parts for manufacture. This includes access to Fusion 360 and Fusion 360 Team.

Autodesk PartMaker® is a software that can produce CNC programs that drive main and sub-spindle machining operations. These can be used for turning, indexed and interpolated C-axis milling, Y-axis, and B-axis milling.

Robot Structural Analysis Professional is a structural load analysis software that verifies code compliance and uses BIM-integrated workflows to exchange data with Revit. It can help you to create more resilient, constructible designs that are accurate, coordinated, and connected to BIM.

Revit LT™ is a software that provides the most cost-effective BIM (Building Information Modeling) solution, you can produce high-quality 3D architectural designs and documentation.

Maya® is a 3D computer animation, modeling, simulation, and rendering software that can create realistic effects from explosions to cloth simulation.

Maya LT™ is a game design software for indie game makers that can create and animate realistic-looking characters, props, and environments using the sophisticated 3D modeling and animation tools.


Autodesk® Maya. Source:Autodesk

3DS Max® is a 3D modeling and rendering software for design visualization, games, and animation.


Autodesk® 3DS Max. Source:Autodesk

Arnold is an advanced Monte Carlo ray tracing(Global illumination) renderer that helps you work more efficiently.

ReCap™ is a Pro 3D scanning software to transform the physical world into a digital asset. With reality capture data you can better understand and verify existing and as-built conditions to gain insights and make better decisions.

Flame® is a 3D VFX and finishing software provides powerful tools for 3D compositing, visual effects, and editorial finishing. An integrated, creative environment means faster compositing, advanced graphics, color correction, and more.

Mudbox® is a 3D digital painting and sculpting software that let's you sculpt and paint highly detailed 3D geometry and textures.


Autodesk® Mudbox. Source:Autodesk

Character Generator® is a powerful 3D design and animation tools, Character Generator offers artists a web-based laboratory to create fully rigged 3D characters for animation packages and game engines.

Smoke® is a video effects software helps production studios increase productivity by combining editing workflows with node-based compositing tools in a timeline-centered editing environment.

ShotGrid formerly Shotgun Software, is software for creative project management software and review tools for film, TV, and games that streamlines workflows for creative studios.

Advance Steel® is a 3D modeling software for steel detailing, design, fabrication, and construction. it connects engineers and detailers through a seamless design and detailing workflow between Advance Steel and Revit, you can reduce the time required to move from design to fabrication while simultaneously reducing errors along the way.

Media & Entertainment Collection® is a collection that includes all of the tools you need to build a powerful and scalable 3D animation pipeline for complex simulations, effects, and rendering.

Civil 3D® is a civil engineering design software supports BIM (Building Information Modeling) with integrated features to improve drafting, design, and construction documentation.

Inventor® is a CAD software that provides professional-grade 3D mechanical design, documentation, and product simulation tools. Work efficiently with a powerful blend of parametric, direct, freeform, and rules-based design capabilities.


Autodesk® Inventor. Source:Autodesk

Inventor® CAM is an integrated CAM software for Inventor that simplifies CNC programming processes. Such as the machining workflow with CAD-embedded 2.5-axis to 5-axis milling, turning, and mill-turn capabilities.

Inventor Nastran® is a CAD-embedded finite element analysis software that delivers finite element analysis (FEA) tools for engineers and analysts. Simulation covers multiple analysis types, such as linear and nonlinear stress, dynamics, and heat transfer.

Inventor® Nesting is a CAD-embedded, true-shape nesting tools for Inventor that helps you optimize yield from flat raw material. Easily compare nesting studies to optimize efficiency and reduce costs, and export 3D models or DXF™ files of the completed nest for cutting path generation.

Inventor Tolerance Analysis® is an CAD-embedded tolerance stackup analysis software that is designed to help Inventor users make more informed decisions while specifying manufacturing tolerances.

Product Design & Manufacturing Collection is an integrated set of professional-grade applications that connect everyone, from concept to production, with shared tools to streamline your product development process.

Navisworks® is a project review software to improve BIM (Building Information Modeling) coordination. That can combine design and construction data into a single model.


Autodesk® Navisworks. Source:Autodesk

BIM Collaborate is cloud-based design collaboration and coordination software that connects AEC teams, helping you execute on design intent and deliver high-quality constructible models on a single platform.

BIM Collaborate Pro is cloud-based design collaboration and coordination software that connects AEC teams, helping you execute on design intent and deliver high-quality constructible models on a single platform.

InfraWorks® is a conceptual design software lets architecture, engineering, and construction professionals model, analyze, and visualize infrastructure design concepts within the context of the built and natural environment—improving decision making and accelerating project approvals.

SketchBook® is a drawing and painting software lets designers, architects, and concept artists sketch ideas quickly and create stunning illustrations.

Alias® is a product design software for sketching, concept modeling, surfacing, visualization. It can create and reuse templates across design and surfacing teams sharing surfacing language.

Assemble BIM Data is a tool that helps keep projects on track. Along with condition and connect BIM data to design reviews, estimating, change management, scheduling, work-in-place tracking, and more.

Autodesk® Forge is a cloud-based developer platform from Autodesk. That let's you access design and engineering data in the cloud with the Forge platform. Whether you want to automate processes, connect teams and workflows, or visualize your data using Forge APIs.

Autodesk® Rendering is a fast, high-resolution cloud rendering software that let's you produce stunning, high-quality renderings from designs and models with cloud rendering. This service uses cloud credits, which is a universal measure across Autodesk consumption-based cloud services to perform certain tasks in the cloud.

Autodesk® CFD is a computational fluid dynamics simulation software that engineers and analysts use to intelligently predict how liquids and gases will perform. It helps to minimize the need for physical prototypes while providing deeper insight into fluid flow design performance.

Autodesk® Drive is a way to securely store, preview, and share your 2D and 3D design data.

Autodesk® Viewer is a tool that supports most 2D and 3D files, including DWG, STEP, DWF, RVT, and Solidworks, and works with over 80 file types on any device. Get the feedback you need with Autodesk Viewer’s annotation and drawing tools for easy online collaboration.

Autodesk BIM 360® is a tool is part of the Autodesk Construction Cloud, connecting workflows, teams, and data to help you build better.

Autodesk® Build is a construction management software for field execution and project management that empowers you to seamlessly collaborate and deliver construction projects on time, on budget.

Autodesk® Takeoff is a tool that helps you work with competitive bids that are generated from accurate estimates produced from integrated 2D takeoffs and 3D quantities.

BuildingConnected is the argest real-time construction network that connects owners and builders through an easy-to-use platform to streamline the bid and risk management process.

Bid Board Pro is a tool that helps you see all bid invites across your entire office or division from one place. Know what needs to get done, who’s responsible for it and when it’s due. Track project files, deadlines and more during each stage of the bidding process.

TradeTapp is a tool that helps you significantly decrease the time it takes to analyze subcontractor risk, annually or for a specific project. Advanced risk profiles enable a streamlined process and offer financial benchmarking, key metric calculations, capacity recommendations and safety performance history.

Design Review is a CAD viewer software lets you view, mark up, print, and track changes to 2D and 3D files for free—without the original design software. Work with a variety of file formats, including: DWF, DWFx, DWG, and DXF (requires installation of free DWG TrueView software); Adobe PDF; as well as image file types such as.bmp, .jpg, .gif, .pcx, .pct, .png, .rlc, .tga, .tif, .mil, .cal, and more.

EAGLE is electronic design automation (EDA) software that lets printed circuit board (PCB) designers seamlessly connect schematic diagrams, component placement, PCB routing, and comprehensive library content.

Fabrication ESTmep™, CADmep™, and CAMduct™ is a software that provides an integrated set of tools for MEP specialty contractors to estimate, detail, and drive fabrication of mechanical building systems. Also, create high LOD models of piping, plumbing, or ductwork systems in AutoCAD using CADmep. Content libraries used in ESTmep, CADmep, and CAMduct can also be used in Revit to support BIM workflows. Available stand-alone or in the Architecture, Engineering & Construction Collection..

Formit is an architectural modeling software for BIM-based 3D sketching. The pro version of FormIt includes the tools in the FormIt app, plus Dynamo computation, and collaboration and analysis features.

Helius Composite is a tool that can help you simulate the material behavior of compound components. Built-in solvers minimize the need to have secondary finite element analysis (FEA) software to analyze material characteristics more quickly.

Helius PFA is a progressive failure analysis software that predicts failure stages of composite materials. Helius PFA enables you to integrate composite and elastomeric material properties into your finite element analysis (FEA) program.

HSMWorks is an ambedded CAM software for SOLIDWORKS® to design and generate CAM toolpaths without the hassle of changing software. Reduce cycle time and rework with CAD-embedded 2.5 to 5-axis milling, turning, and mill-turn capabilities. HSMWorks is included with your Fusion 360 subscription.

Insight is a building performance analysis software that empowers architects and engineers to design more energy-efficient buildings with advanced simulation engines and building performance analysis data integrated in Revit.

Moldflow® is a software tool that lets you troubleshoot problems with plastic injection and compression molding for design and manufacturing. Advanced tools and a simplified user interface help you address manufacturing challenges, such as part warpage, cooling channel efficiency, and cycle time reduction.

MotionBuilder® is a 3D character animation software. Work in an interactive environment optimized to help you work faster and more efficiently without compromising creativity.

PlanGrid Build is a Construction app built for the field. It allows you to complete tasks from anywhere on the jobsite with seamless access to Autodesk Build data, even when you’re offline.

Point Layout is a construction layout software helps contractors and subcontractors bring model accuracy to the field and back. Connect models to layout and quality workflows. Get direct file format compatibility with robotic total station hardware, including Leica, Topcon, and Trimble.

Structural Bridge Design® is a bridge analysis software for small to medium-span bridges used by engineers to deliver design reports faster.

Vault® is a product data management (PDM) software helps streamline workflows. Everyone works from a central source of organized data—collaborating, reducing errors, and saving time.

Vehicle Tracking® is a swept path analysis and design software to facilitate parking lot layout, roundabout design, and other design challenges impacted by vehicle movement.

VRED® is a 3D visualization software helps automotive designers and engineers create product presentations, design reviews, and virtual prototypes using interactive GPU raytracing and both analytic and cloud-rendering modes.

Within Medical® is a 3D printing orthopedic implant design software that enables designers to create medical implants to aid osseointegration.

Pype is a tool that helps you reduce project risk and strengthen client relationships by automating processes that are critical for owner satisfaction and contract compliance.

Pype Closeout is a tool provides a single portal for closeout documentation management, with digital document collection from subcontractors and powerful reporting dashboards. With subcontractor outreach automated, the Closeout platform ensures contract compliance and helps you get paid faster.

Pype SmartPlans is a tool that locates and extracts all submittals from your uploaded plans automatically. Export product, equipment, and finish schedules into excel with a single click. SmartPlans’ powerful automation uses cutting edge artificial intelligence and machine learning to intelligently read your drawings to extract submittals and schedules.

CAMplete is a software tool that provides G-code post-processing, verification, and simulation for different kinds of CNC machinery. Import data from leading CAM software then use proven post-processors and highly accurate 3D machine models, developed in partnership with machine tool builders, to rapidly produce high-quality, collision free NC machining code.

Vault PLM is a tool that combines Vault Professional with Fusion Lifecycle for enterprise-wide collaboration and product lifecycle management.

LiDAR Development

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LiDAR Learning Resources

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Introduction to Lidar Course - NOAA

Lidar 101:An Introduction to Lidar Technology, Data, and Applications(PDF) - NOAA

Understanding LiDAR Technologies - GIS Lounge

LiDAR University Free Lidar Training Courses on MODUS AI

LiDAR | Learning Plan on ERSI

Light Detection and Ranging Sensors Course on Coursera

Quick Introduction to Lidar and Basic Lidar Tools(PDF)

LIDAR - GIS Wiki

OpenStreetMap Wiki

OpenStreetMap Frameworks

LiDAR Tools & Frameworks

Light Detection and Ranging (lidar) is a technology used to create high-resolution models of ground elevation with a vertical accuracy of 10 centimeters (4 inches). Lidar equipment, which includes a laser scanner, a Global Positioning System (GPS), and an Inertial Navigation System (INS), is typically mounted on a small aircraft. The laser scanner transmits brief pulses of light to the ground surface. Those pulses are reflected or scattered back and their travel time is used to calculate the distance between the laser scanner and the ground.  Lidar data is initially collected as a “point cloud” of individual points reflected from everything on the surface, including structures and vegetation. To produce a “bare earth” Digital Elevation Model (DEM), structures and vegetation are stripped away.


3D Data Visualization of Golden Gate Bridge. Source: USGS

Mola is a Modular Optimization framework for Localization and mApping (MOLA).


3D LiDAR SLAM from KITTI dataset. Source: MOLA

Lidar Toolbox™ is a MATLAB tool that provides algorithms, functions, and apps for designing, analyzing, and testing lidar processing systems. You can perform object detection and tracking, semantic segmentation, shape fitting, lidar registration, and obstacle detection. Lidar Toolbox supports lidar-camera cross calibration for workflows that combine computer vision and lidar processing.

Automated Driving Toolbox™ is a MATLAB tool that provides algorithms and tools for designing, simulating, and testing ADAS and autonomous driving systems. You can design and test vision and lidar perception systems, as well as sensor fusion, path planning, and vehicle controllers. Visualization tools include a bird’s-eye-view plot and scope for sensor coverage, detections and tracks, and displays for video, lidar, and maps. The toolbox lets you import and work with HERE HD Live Map data and OpenDRIVE® road networks. It also provides reference application examples for common ADAS and automated driving features, including FCW, AEB, ACC, LKA, and parking valet. The toolbox supports C/C++ code generation for rapid prototyping and HIL testing, with support for sensor fusion, tracking, path planning, and vehicle controller algorithms.

Microsoft AirSim is a simulator for drones, cars and more, built on Unreal Engine (with an experimental Unity release). AirSim is open-source, cross platform, and supports software-in-the-loop simulation with popular flight controllers such as PX4 & ArduPilot and hardware-in-loop with PX4 for physically and visually realistic simulations. It is developed as an Unreal plugin that can simply be dropped into any Unreal environment. AirSim is being developed as a platform for AI research to experiment with deep learning, computer vision and reinforcement learning algorithms for autonomous vehicles.


3D Autonomous Vehicle Simulation in AirSim. Source: Microsoft

LASer(LAS) is a public file format for the interchange of 3-dimensional point cloud data data between data users. Although developed primarily for exchange of lidar point cloud data, this format supports the exchange of any 3-dimensional x,y,z tuplet. This binary file format is an alternative to proprietary systems or a generic ASCII file interchange system used by many companies. The problem with proprietary systems is obvious in that data cannot be easily taken from one system to another. There are two major problems with the ASCII file interchange. The first problem is performance because the reading and interpretation of ASCII elevation data can be very slow and the file size can be extremely large even for small amounts of data. The second problem is that all information specific to the lidar data is lost. The LAS file format is a binary file format that maintains information specific to the lidar nature of the data while not being overly complex.

3D point cloud is a set of data points defined in a given three-dimensional coordinates system.. Point clouds can be produced directly by 3D scanner which records a large number of points returned from the external surfaces of objects or earth surface. These data are exchanged between LiDAR users mainly through LAS format files (.las).

ArcGIS Desktop is powerful and cost-effective desktop geographic information system (GIS) software. It is the essential software package for GIS professionals. ArcGIS Desktop users can create, analyze, manage, and share geographic information so decision-makers can make intelligent, informed decisions.

USGS 3DEP Lidar Point Cloud Now Available as Amazon Public Dataset

National Geospatial Program

National Map Data Download and Visualization Services

USGS Lidar Base Specification(LBS) online edition

Game Development

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Game Engines

Checkout the Unity Engine

Checkout the Unreal Engine 4

Checkout the CryEngine

Checkout the Godot Engine

If you would like to Donate to the Godot Project

Checkout Blender

If you would like to Donate to the Blender Project

Checkout AWS Lumberyard(based on CryEngine)

Checkout Game Maker Studio 2

Game Development Learning Resources

Unreal Online Learning is a free learning platform that offers hands-on video courses and guided learning paths.

Unreal Engine Authorized Training Program

Unreal Engine for education

Unreal Engine Training & Simulation

Unity Certifications

Autodesk for Games

Getting Started with DirectX 12 Ultimate

Getting Started with Vulkan

Getting Started with Apple Metal

Game Design Online Courses from Udemy

Game Design Online Courses from Skillshare

Learn Game Design with Online Courses and Classes from edX

Game Design Courses from Coursera

Game Design and Development Specialization Course from Coursera

Game Development Tools

Unreal Engine is a game engine developed by Epic Games with the world's most open and advanced real-time 3D creation tool. Continuously evolving to serve not only its original purpose as a state-of-the-art game engine, today it gives creators across industries the freedom and control to deliver cutting-edge content, interactive experiences, and immersive virtual worlds.

Unity is a cross-platform game development platform. Use Unity to build high-quality 3D and 2D games, deploy them across mobile, desktop, VR/AR, consoles or the Web, and connect with loyal and enthusiastic players and customers.

Unigine is a cross-platform game engine designed for development teams (C++/C# programmers, 3D artists) working on interactive 3D apps.

Panda3D is a game engine, a framework for 3D rendering and game development for Python and C++ programs, developed by Disney and CMU. Panda3D is open-source and free for any purpose, including commercial ventures.

Source 2 is a 3D video game engine in development by Valve as a successor to Source. It is used in Dota 2, Artifact, Dota Underlords, parts of The Lab, SteamVR Home, and Half-Life: Alyx.

Havok is a middleware software suite that provides a realistic physics engine component and related functions to video games. It is supported and optimized across all major platforms, including Nintendo Switch, PlayStation®, Stadia, and Xbox. Along with integrations for Unity and Unreal Engine and are used in countless proprietary game engines.

AutoDesk 3ds Max is a professional software program for 3D modeling, animation, rendering, and visualization. 3ds Max allows you to create stunning game environments, design visualizations, and virtual reality experiences.

Houdini is a 3D procedural software for modeling, rigging, animation, VFX, look development, lighting and rendering in film, TV, advertising and video game pipelines.

A-Frame is a web framework for building virtual reality experiences in WebVR with HTML and Entity-Component. A-Frame works on Vive, Rift, desktop, mobile platforms.

AppGameKit is a powerful game development engine, ideal for Hobbyist and Indie developers. Where you can start coding in the easy to learn AppGameKit BASIC or use the libraries in C++ & XCode.

Amazon Lumberyard is an open source, AAA game engine(based on CryEngine) that gives you the tools you need to create high quality games. Deeply integrated with AWS and Twitch, Amazon Lumberyard includes full source code, allowing you to customize your project at any level.

Blender is the free and open source 3D creation suite. It supports the entirety of the 3D pipeline—modeling, rigging, animation, simulation, rendering, compositing and motion tracking, video editing and 2D animation pipeline.

CryEngine is a powerful real-time game development platform created by Crytek.

GameMaker Studio 2 is the latest and greatest incarnation of GameMaker. It has everything you need to take your idea from concept to finished game. With no barriers to entry and powerful functionality, GameMaker Studio 2 is the ultimate 2D development environment.

Godot is a feature-packed, cross-platform game engine to create 2D and 3D games from a unified interface. It provides a comprehensive set of common tools, so that users can focus on making games without having to reinvent the wheel. Games can be exported in one click to a number of platforms, including the major desktop platforms (Linux, Mac OSX, Windows) as well as mobile (Android, iOS) and web-based (HTML5) platforms.

Open Graphics Library(OpenGL) is an API used acrossed mulitple programming languages and platforms for hardware-accelerated rendering of 2D/3D vector graphics currently developed by the Khronos Group.

Open Computing Language (OpenCL) is an open standard for parallel programming of heterogeneous platforms consisting of CPUs, GPUs, and other hardware accelerators found in supercomputers, cloud servers, personal computers, mobile devices and embedded platforms.

OpenGL Shading Language(GLSL) is a High Level Shading Language based on the C-style language, so it covers most of the features a user would expect with such a language. Such as control structures (for-loops, if-else statements, etc) exist in GLSL, including the switch statement.

High Level Shading Language(HLSL) is the High Level Shading Language for DirectX. Using HLSL, the user can create C-like programmable shaders for the Direct3D pipeline. HLSL was first created with DirectX 9 to set up the programmable 3D pipeline.

DirectX 12 Ultimate is an API(for high performance 2D & 3D graphics) from Microsoft. DirectX 12 Ultimate brings support for ray tracing, mesh shaders, variable rate shading, and sampler feedback. Available in Windows 2004 version(May 2020 Update).

Vulkan is a modern cross-platform graphics and compute API that provides high-efficiency, cross-platform access to modern GPUs used in a wide variety of devices from PCs and consoles to mobile phones and embedded platforms. Vulkan is currently in development by the Khronos consortium.

Metal is a low-level GPU programming framework used for rendering 2D and 3D graphics on Apple platforms such as iOS, iPadOS, macOS, watchOS and tvOS.

MoltenVK is an implementation of Vulkan running on iOS and macOS using Apple's Metal graphics framework.

MoltenGL is an implementation of the OpenGL ES 2.0 API that runs on Apple's Metal graphics framework.

Mesa 3D Graphics Library is a project began as an open-source implementation of the OpenGL specification. A system for rendering interactive 3D graphics. Mesa ties into several other open-source projects: the Direct Rendering Infrastructure, X.org, and Wayland to provide OpenGL support on Linux, FreeBSD, and other operating systems.

OpenGL ES is the mobile subset of OpenGL. It's supported on all major mobile platforms, and is also the base for WebGL.

OpenCL is a framework for writing programs that execute across heterogeneous platforms consisting of CPUs, GPUs, DSPs, FPGAs and other processors or hardware accelerators.

EGL is an interface between Khronos rendering APIs such as OpenGL or OpenVG and the underlying native platform window system.

VDPAU is the Video Decode and Presentation API for UNIX. It provides an interface to video decode acceleration and presentation hardware present in modern GPUs.

VA API is an open-source library and API specification, which provides access to graphics hardware acceleration capabilities for video processing.

XvMC is an extension of the X video extension (Xv) for the X Window System. The XvMC API allows video programs to offload portions of the video decoding process to the GPU hardware.

AMD Radeon ProRender is a powerful physically-based rendering engine that enables creative professionals to produce stunningly photorealistic images on virtually any GPU, any CPU, and any OS in over a dozen leading digital content creation and CAD applications.

NVIDIA Omniverse is a powerful, multi-GPU, real-time simulation and collaboration platform for 3D production pipelines based on Pixar's Universal Scene Description and NVIDIA RTX.

LibGDX is a cross-platform Java game development framework based on OpenGL (ES) that works on Windows, Linux, Mac OS X, Android, your WebGL enabled browser and iOS.

cocos2d-x is a multi-platform framework for building 2d games, interactive books, demos and other graphical applications. It is based on cocos2d-iphone, but instead of using Objective-C, it uses C++. It works on iOS, Android, macOS, Windows and Linux.

MonoGame is a framework for creating powerful cross-platform games. The spiritual successor to XNA with thousands of titles shipped across desktop, mobile, and console platforms. MonoGame is a fully managed .NET open source game framework without any black boxes.

Three.js is a cross-browser JavaScript library and application programming interface used to create and display animated 3D computer graphics in a web browser using WebGL.

Superpowers is a downloadable HTML5 app for real-time collaborative projects . You can use it solo like a regular offline game maker, or setup a password and let friends join in on your project through their Web browser.

URHO3D is a free lightweight, cross-platform 2D and 3D game engine implemented in C++ and released under the MIT license. Greatly inspired by OGRE and Horde3D.

Vivox is a voice & text chat platform that's trusted by the world's biggest gaming brands and titles such as Fortnite, PUBG, League of Legends, and Rainbow Six Siege.

HGIG is a volunteer group of companies from the game and TV display industries that meet to specify and make available for the public guidelines to improve consumer gaming experiences in HDR.

GameBlocks is a Server Side Anti-Cheat & Middleware software.

Augmented Reality (AR) & Virtual Reality (VR)

ARKit is a set set of software development tools to enable developers to build augmented-reality apps for iOS developed by Apple. The latest version ARKit 3.5 takes advantage of the new LiDAR Scanner and depth sensing system on iPad Pro(2020) to support a new generation of AR apps that use Scene Geometry for enhanced scene understanding and object occlusion.

RealityKit is a framework to implement high-performance 3D simulation and rendering with information provided by the ARKit framework to seamlessly integrate virtual objects into the real world.

SceneKit is a high-level 3D graphics framework that helps you create 3D animated scenes and effects in your iOS apps.

ARCore is a software development kit developed by Google that allows for augmented reality applications in the real world. These tools include environmental understanding, which allows devices to detect horizontal and vertical surfaces and planes. It also includes motion tracking, which lets phones understand and track their positions relative to the world. Also ARCore’s Light Estimation API lets your digital objects appear realistically as if they’re actually part of the physical world.


Microsoft HoloLens Headset. Source: Microsoft


PlayStation VR Headset. Source: PlayStation

SteamVR is the ultimate tool for experiencing VR content on the hardware of your choice. SteamVR supports the Valve Index, HTC Vive, Oculus Rift, Windows Mixed Reality headsets, and others.


SteamVR Home


Valve Index VR Headset. Source: [Steam](https://store.steampowered.com/valveindex)

OpenVR is an API and runtime that allows access to VR hardware(Steam Index, HTC Vive, and Oculus Rift) from multiple vendors without requiring that applications have specific knowledge of the hardware they are targeting.

OpenVR Benchmark on Steam is the first benchmark tool for reproducibly testing your real VR performance, rendering inside of your VR headset.

OpenHMD is open source API and drivers that supports a wide range of HMD(head-mounted display) devices such as Oculus Rift, HTC Vive, Sony PSVR, and others.

openXR is a free, open standard that provides high-performance access to Augmented Reality (AR) and Virtual Reality (VR) collectively known as XR—platforms and devices.

Monado is the first OpenXR™ runtime for GNU/Linux. Monado aims to jump-start development of an open source XR ecosystem and provide the fundamental building blocks for device vendors to target the GNU/Linux platform.

Libsurvive is a set of tools and libraries that enable 6 dof tracking on lighthouse and vive based systems that is completely open source and can run on any device. It currently supports both SteamVR 1.0 and SteamVR 2.0 generation of devices and should support any tracked object commercially available.

Simula is a VR window manager for Linux that runs on top of Godot. It takes less than 1 minute to install. Simula is officially compatible with SteamVR headsets equipped with Linux drivers (e.g. HTC Vive, HTC Vive Pro, & Valve Index). We have also added experimental support to OpenXR headsets that have Monado drivers (e.g. North Star, OSVR HDK, and PSVR). Some people have gotten the Oculus Rift S to run Simula via OpenHMD (see here).

Machine Learning

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Machine Learning/Deep Learning Frameworks.

Learning Resources for ML

Machine Learning is a branch of artificial intelligence (AI) focused on building apps using algorithms that learn from data models and improve their accuracy over time without needing to be programmed.

Machine Learning by Stanford University from Coursera

AWS Training and Certification for Machine Learning (ML) Courses

Machine Learning Scholarship Program for Microsoft Azure from Udacity

Microsoft Certified: Azure Data Scientist Associate

Microsoft Certified: Azure AI Engineer Associate

Azure Machine Learning training and deployment

Learning Machine learning and artificial intelligence from Google Cloud Training

Machine Learning Crash Course for Google Cloud

JupyterLab

Scheduling Jupyter notebooks on Amazon SageMaker ephemeral instances

How to run Jupyter Notebooks in your Azure Machine Learning workspace

Machine Learning Courses Online from Udemy

Machine Learning Courses Online from Coursera

Learn Machine Learning with Online Courses and Classes from edX

ML Frameworks, Libraries, and Tools

TensorFlow is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications.

Keras is a high-level neural networks API, written in Python and capable of running on top of TensorFlow, CNTK, or Theano.It was developed with a focus on enabling fast experimentation. It is capable of running on top of TensorFlow, Microsoft Cognitive Toolkit, R, Theano, or PlaidML.

PyTorch is a library for deep learning on irregular input data such as graphs, point clouds, and manifolds. Primarily developed by Facebook's AI Research lab.

Amazon SageMaker is a fully managed service that provides every developer and data scientist with the ability to build, train, and deploy machine learning (ML) models quickly. SageMaker removes the heavy lifting from each step of the machine learning process to make it easier to develop high quality models.

Azure Databricks is a fast and collaborative Apache Spark-based big data analytics service designed for data science and data engineering. Azure Databricks, sets up your Apache Spark environment in minutes, autoscale, and collaborate on shared projects in an interactive workspace. Azure Databricks supports Python, Scala, R, Java, and SQL, as well as data science frameworks and libraries including TensorFlow, PyTorch, and scikit-learn.

Microsoft Cognitive Toolkit (CNTK) is an open-source toolkit for commercial-grade distributed deep learning. It describes neural networks as a series of computational steps via a directed graph. CNTK allows the user to easily realize and combine popular model types such as feed-forward DNNs, convolutional neural networks (CNNs) and recurrent neural networks (RNNs/LSTMs). CNTK implements stochastic gradient descent (SGD, error backpropagation) learning with automatic differentiation and parallelization across multiple GPUs and servers.

Apple CoreML is a framework that helps integrate machine learning models into your app. Core ML provides a unified representation for all models. Your app uses Core ML APIs and user data to make predictions, and to train or fine-tune models, all on the user's device. A model is the result of applying a machine learning algorithm to a set of training data. You use a model to make predictions based on new input data.

Tensorflow_macOS is a Mac-optimized version of TensorFlow and TensorFlow Addons for macOS 11.0+ accelerated using Apple's ML Compute framework.

Apache OpenNLP is an open-source library for a machine learning based toolkit used in the processing of natural language text. It features an API for use cases like Named Entity Recognition, Sentence Detection, POS(Part-Of-Speech) tagging, Tokenization Feature extraction, Chunking, Parsing, and Coreference resolution.

Apache Airflow is an open-source workflow management platform created by the community to programmatically author, schedule and monitor workflows. Install. Principles. Scalable. Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers. Airflow is ready to scale to infinity.

Open Neural Network Exchange(ONNX) is an open ecosystem that empowers AI developers to choose the right tools as their project evolves. ONNX provides an open source format for AI models, both deep learning and traditional ML. It defines an extensible computation graph model, as well as definitions of built-in operators and standard data types.

Apache MXNet is a deep learning framework designed for both efficiency and flexibility. It allows you to mix symbolic and imperative programming to maximize efficiency and productivity. At its core, MXNet contains a dynamic dependency scheduler that automatically parallelizes both symbolic and imperative operations on the fly. A graph optimization layer on top of that makes symbolic execution fast and memory efficient. MXNet is portable and lightweight, scaling effectively to multiple GPUs and multiple machines. Support for Python, R, Julia, Scala, Go, Javascript and more.

AutoGluon is toolkit for Deep learning that automates machine learning tasks enabling you to easily achieve strong predictive performance in your applications. With just a few lines of code, you can train and deploy high-accuracy deep learning models on tabular, image, and text data.

Anaconda is a very popular Data Science platform for machine learning and deep learning that enables users to develop models, train them, and deploy them.

PlaidML is an advanced and portable tensor compiler for enabling deep learning on laptops, embedded devices, or other devices where the available computing hardware is not well supported or the available software stack contains unpalatable license restrictions.

OpenCV is a highly optimized library with focus on real-time computer vision applications. The C++, Python, and Java interfaces support Linux, MacOS, Windows, iOS, and Android.

Scikit-Learn is a Python module for machine learning built on top of SciPy, NumPy, and matplotlib, making it easier to apply robust and simple implementations of many popular machine learning algorithms.

Weka is an open source machine learning software that can be accessed through a graphical user interface, standard terminal applications, or a Java API. It is widely used for teaching, research, and industrial applications, contains a plethora of built-in tools for standard machine learning tasks, and additionally gives transparent access to well-known toolboxes such as scikit-learn, R, and Deeplearning4j.

Caffe is a deep learning framework made with expression, speed, and modularity in mind. It is developed by Berkeley AI Research (BAIR)/The Berkeley Vision and Learning Center (BVLC) and community contributors.

Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently including tight integration with NumPy.

nGraph is an open source C++ library, compiler and runtime for Deep Learning. The nGraph Compiler aims to accelerate developing AI workloads using any deep learning framework and deploying to a variety of hardware targets.It provides the freedom, performance, and ease-of-use to AI developers.

NVIDIA cuDNN is a GPU-accelerated library of primitives for deep neural networks. cuDNN provides highly tuned implementations for standard routines such as forward and backward convolution, pooling, normalization, and activation layers. cuDNN accelerates widely used deep learning frameworks, including Caffe2, Chainer, Keras, MATLAB, MxNet, PyTorch, and TensorFlow.

Jupyter Notebook is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text. Jupyter is used widely in industries that do data cleaning and transformation, numerical simulation, statistical modeling, data visualization, data science, and machine learning.

Apache Spark is a unified analytics engine for large-scale data processing. It provides high-level APIs in Scala, Java, Python, and R, and an optimized engine that supports general computation graphs for data analysis. It also supports a rich set of higher-level tools including Spark SQL for SQL and DataFrames, MLlib for machine learning, GraphX for graph processing, and Structured Streaming for stream processing.

Apache Spark Connector for SQL Server and Azure SQL is a high-performance connector that enables you to use transactional data in big data analytics and persists results for ad-hoc queries or reporting. The connector allows you to use any SQL database, on-premises or in the cloud, as an input data source or output data sink for Spark jobs.

Apache PredictionIO is an open source machine learning framework for developers, data scientists, and end users. It supports event collection, deployment of algorithms, evaluation, querying predictive results via REST APIs. It is based on scalable open source services like Hadoop, HBase (and other DBs), Elasticsearch, Spark and implements what is called a Lambda Architecture.

Cluster Manager for Apache Kafka(CMAK) is a tool for managing Apache Kafka clusters.

BigDL is a distributed deep learning library for Apache Spark. With BigDL, users can write their deep learning applications as standard Spark programs, which can directly run on top of existing Spark or Hadoop clusters.

Eclipse Deeplearning4J (DL4J) is a set of projects intended to support all the needs of a JVM-based(Scala, Kotlin, Clojure, and Groovy) deep learning application. This means starting with the raw data, loading and preprocessing it from wherever and whatever format it is in to building and tuning a wide variety of simple and complex deep learning networks.

Tensorman is a utility for easy management of Tensorflow containers by developed by System76.Tensorman allows Tensorflow to operate in an isolated environment that is contained from the rest of the system. This virtual environment can operate independent of the base system, allowing you to use any version of Tensorflow on any version of a Linux distribution that supports the Docker runtime.

Numba is an open source, NumPy-aware optimizing compiler for Python sponsored by Anaconda, Inc. It uses the LLVM compiler project to generate machine code from Python syntax. Numba can compile a large subset of numerically-focused Python, including many NumPy functions. Additionally, Numba has support for automatic parallelization of loops, generation of GPU-accelerated code, and creation of ufuncs and C callbacks.

Chainer is a Python-based deep learning framework aiming at flexibility. It provides automatic differentiation APIs based on the define-by-run approach (dynamic computational graphs) as well as object-oriented high-level APIs to build and train neural networks. It also supports CUDA/cuDNN using CuPy for high performance training and inference.

XGBoost is an optimized distributed gradient boosting library designed to be highly efficient, flexible and portable. It implements machine learning algorithms under the Gradient Boosting framework. XGBoost provides a parallel tree boosting (also known as GBDT, GBM) that solve many data science problems in a fast and accurate way. It supports distributed training on multiple machines, including AWS, GCE, Azure, and Yarn clusters. Also, it can be integrated with Flink, Spark and other cloud dataflow systems.

cuML is a suite of libraries that implement machine learning algorithms and mathematical primitives functions that share compatible APIs with other RAPIDS projects. cuML enables data scientists, researchers, and software engineers to run traditional tabular ML tasks on GPUs without going into the details of CUDA programming. In most cases, cuML's Python API matches the API from scikit-learn.

Python Development

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Python Learning Resources

Python is an interpreted, high-level programming language. Python is used heavily in the fields of Data Science and Machine Learning.

Python Developer’s Guide is a comprehensive resource for contributing to Python – for both new and experienced contributors. It is maintained by the same community that maintains Python.

Azure Functions Python developer guide is an introduction to developing Azure Functions using Python. The content below assumes that you've already read the Azure Functions developers guide.

CheckiO is a programming learning platform and a gamified website that teaches Python through solving code challenges and competing for the most elegant and creative solutions.

Python Institute

PCEP – Certified Entry-Level Python Programmer certification

PCAP – Certified Associate in Python Programming certification

PCPP – Certified Professional in Python Programming 1 certification

PCPP – Certified Professional in Python Programming 2

MTA: Introduction to Programming Using Python Certification

Getting Started with Python in Visual Studio Code

Google's Python Style Guide

Google's Python Education Class

Real Python

The Python Open Source Computer Science Degree by Forrest Knight

Intro to Python for Data Science

Intro to Python by W3schools

Codecademy's Python 3 course

Learn Python with Online Courses and Classes from edX

Python Courses Online from Coursera

Python Frameworks, Libraries, and Tools

Python Package Index (PyPI) is a repository of software for the Python programming language. PyPI helps you find and install software developed and shared by the Python community.

PyCharm is the best IDE I've ever used. With PyCharm, you can access the command line, connect to a database, create a virtual environment, and manage your version control system all in one place, saving time by avoiding constantly switching between windows.

Python Tools for Visual Studio(PTVS) is a free, open source plugin that turns Visual Studio into a Python IDE. It supports editing, browsing, IntelliSense, mixed Python/C++ debugging, remote Linux/MacOS debugging, profiling, IPython, and web development with Django and other frameworks.

Django is a high-level Python Web framework that encourages rapid development and clean, pragmatic design.

Flask is a micro web framework written in Python. It is classified as a microframework because it does not require particular tools or libraries.

Web2py is an open-source web application framework written in Python allowing allows web developers to program dynamic web content. One web2py instance can run multiple web sites using different databases.

AWS Chalice is a framework for writing serverless apps in python. It allows you to quickly create and deploy applications that use AWS Lambda.

Tornado is a Python web framework and asynchronous networking library. Tornado uses a non-blocking network I/O, which can scale to tens of thousands of open connections.

HTTPie is a command line HTTP client that makes CLI interaction with web services as easy as possible. HTTPie is designed for testing, debugging, and generally interacting with APIs & HTTP servers.

Scrapy is a fast high-level web crawling and web scraping framework, used to crawl websites and extract structured data from their pages. It can be used for a wide range of purposes, from data mining to monitoring and automated testing.

Sentry is a service that helps you monitor and fix crashes in realtime. The server is in Python, but it contains a full API for sending events from any language, in any application.

Pipenv is a tool that aims to bring the best of all packaging worlds (bundler, composer, npm, cargo, yarn, etc.) to the Python world.

Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.

Bottle is a fast, simple and lightweight WSGI micro web-framework for Python. It is distributed as a single file module and has no dependencies other than the Python Standard Library.

CherryPy is a minimalist Python object-oriented HTTP web framework.

Sanic is a Python 3.6+ web server and web framework that's written to go fast.

Pyramid is a small and fast open source Python web framework. It makes real-world web application development and deployment more fun and more productive.

TurboGears is a hybrid web framework able to act both as a Full Stack framework or as a Microframework.

Falcon is a reliable, high-performance Python web framework for building large-scale app backends and microservices with support for MongoDB, Pluggable Applications and autogenerated Admin.

Neural Network Intelligence(NNI) is an open source AutoML toolkit for automate machine learning lifecycle, including Feature Engineering, Neural Architecture Search, Model Compression and Hyperparameter Tuning.

Dash is a popular Python framework for building ML & data science web apps for Python, R, Julia, and Jupyter.

Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built-in.

Locust is an easy to use, scriptable and scalable performance testing tool.

spaCy is a library for advanced Natural Language Processing in Python and Cython.

NumPy is the fundamental package needed for scientific computing with Python.

Pillow is a friendly PIL(Python Imaging Library) fork.

IPython is a command shell for interactive computing in multiple programming languages, originally developed for the Python programming language, that offers enhanced introspection, rich media, additional shell syntax, tab completion, and rich history.

GraphLab Create is a Python library, backed by a C++ engine, for quickly building large-scale, high-performance machine learning models.

Pandas is a fast, powerful, and easy to use open source data structrures, data analysis and manipulation tool, built on top of the Python programming language.

PuLP is an Linear Programming modeler written in python. PuLP can generate LP files and call on use highly optimized solvers, GLPK, COIN CLP/CBC, CPLEX, and GUROBI, to solve these linear problems.

Matplotlib is a 2D plotting library for creating static, animated, and interactive visualizations in Python. Matplotlib produces publication-quality figures in a variety of hardcopy formats and interactive environments across platforms.

Scikit-Learn is a simple and efficient tool for data mining and data analysis. It is built on NumPy,SciPy, and mathplotlib.

R Development

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R Learning Resources

R is an open source software environment for statistical computing and graphics. It compiles and runs on a wide variety of platforms such as Windows and MacOS.

An Introduction to R

Google's R Style Guide

R developer's guide to Azure

Running R at Scale on Google Compute Engine

Running R on AWS

RStudio Server Pro for AWS

Learn R by Codecademy

Learn R Programming with Online Courses and Lessons by edX

R Language Courses by Coursera

Learn R For Data Science by Udacity

R Tools, Libraries, and Frameworks

RStudio is an integrated development environment for R and Python, with a console, syntax-highlighting editor that supports direct code execution, and tools for plotting, history, debugging and workspace management.

Shiny is a newer package from RStudio that makes it incredibly easy to build interactive web applications with R.

Rmarkdown is a package helps you create dynamic analysis documents that combine code, rendered output (such as figures), and prose.

Rplugin is R Language supported plugin for the IntelliJ IDE.

Plotly is an R package for creating interactive web graphics via the open source JavaScript graphing library plotly.js.

Metaflow is a Python/R library that helps scientists and engineers build and manage real-life data science projects. Metaflow was originally developed at Netflix to boost productivity of data scientists who work on a wide variety of projects from classical statistics to state-of-the-art deep learning.

Prophet is a procedure for forecasting time series data based on an additive model where non-linear trends are fit with yearly, weekly, and daily seasonality, plus holiday effects. It works best with time series that have strong seasonal effects and several seasons of historical data.

LightGBM is a gradient boosting framework that uses tree based learning algorithms, used for ranking, classification and many other machine learning tasks.

Dash is a Python framework for building analytical web applications in Python, R, Julia, and Jupyter.

MLR is Machine Learning in R.

ML workspace is an all-in-one web-based IDE specialized for machine learning and data science. It is simple to deploy and gets you started within minutes to productively built ML solutions on your own machines. ML workspace is the ultimate tool for developers preloaded with a variety of popular data science libraries (Tensorflow, PyTorch, Keras, and MXnet) and dev tools (Jupyter, VS Code, and Tensorboard) perfectly configured, optimized, and integrated.

CatBoost is a fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

Plumber is a tool that allows you to create a web API by merely decorating your existing R source code with special comments.

Drake is an R-focused pipeline toolkit for reproducibility and high-performance computing.

DiagrammeR is a package you can create, modify, analyze, and visualize network graph diagrams. The output can be incorporated into R Markdown documents, integrated with Shiny web apps, converted to other graph formats, or exported as image files.

Knitr is a general-purpose literate programming engine in R, with lightweight API's designed to give users full control of the output without heavy coding work.

Broom is a tool that converts statistical analysis objects from R into tidy format.

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Distributed under the Creative Commons Attribution 4.0 International (CC BY 4.0) Public License.

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Photogrammetry Guide. Photogrammetry is widely used for Aerial surveying, Agriculture, Architecture, 3D Games, Robotics, Archaeology, Construction, Emergency management, and Medical.

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