benjiebob

SMALify

This repository contains an implementation for performing 3D animal (quadruped) reconstruction from a monocular image or video. The system adapts the pose (limb positions) and shape (animal type/height/weight) parameters for the SMAL deformable quadruped model, as well as camera parameters until the projected SMAL model aligns with 2D keypoints and silhouette segmentations extracted from the input frame(s).

StanfordExtra

12k labelled instances of dogs in-the-wild with 2D keypoint and segmentations. Dataset released with our ECCV 2020 paper: Who Left the Dogs Out? 3D Animal Reconstruction with Expectation Maximization in the Loop.

WLDO

Code for paper ECCV 2020 paper: Who Left the Dogs Out? 3D Animal Reconstruction with Expectation Maximization in the Loop.

BADJA

Benchmark Animal Dataset of Joint Annotations (BADJA) with example code, as introduced in "Creatures Great and SMAL: Recovering the shape and motion of animals from video" (ACCV 2018).

SMALViewer

PyQt5 app for viewing SMAL meshes

3D-Multibodies

Code for paper 3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data

CreaturesResult

Scripts for viewing Creatures Great and SMAL results.

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

phd-thesis-template

A LaTeX / XeLaTeX / LuaLaTeX PhD thesis template for Cambridge University Engineering Department (CUED)

arap

Implementation of As-Rigid-As-Possible Surface Modeling

DeepLabCut

Markerless tracking of user-defined features with deep learning

DeepMini

A repository of mini versions for popular deep networks.

detectron2

Detectron2 is FAIR's next-generation platform for object detection and segmentation.

dressing-in-order

(ICCV'21) Official code of "Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing."

gdna

Official code release for CVPR 2022 paper gDNA: Towards Generative Detailed Neural Avatars

labelme

Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).

markdown-cheatsheet

Markdown Cheatsheet for Github Readme.md

neural_renderer

A PyTorch port of the Neural 3D Mesh Renderer

Python-Robocode

A Fork of Robocode for python programming

pytorch-grad-cam

Many Class Activation Map methods implemented in Pytorch for CNNs and Vision Transformers. Including Grad-CAM, Grad-CAM++, Score-CAM, Ablation-CAM and XGrad-CAM

pytorch-pose

A PyTorch toolkit for 2D Human Pose Estimation.

SMALify_Dev

SMPL

Numpy, TF and PyTorch implementation of human body SMPL model and infant body SMIL model.

WorldCup22_Sweepstake

Code to run the sweepstake for World Cup 22