Mitchell Doughty (doughtmw)

doughtmw

Geek Repo

Company:University of Toronto | Intuitive Surgical

Location:SF Bay Area

Home Page:doughtmw.github.io

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Mitchell Doughty's starred repositories

SideBySideCamera

An example of the Side-by-Side stereo camera setup in Unity Engine

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gitignore

A collection of useful .gitignore templates

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Deep_Object_Pose

Deep Object Pose Estimation (DOPE) – ROS inference (CoRL 2018)

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dope_with_hand_tracking

Using DOPE and YOLO-2 based hand tracking to detect object pose.

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HoloLens2ForCV

Sample code and documentation for using the Microsoft HoloLens 2 for Computer Vision research.

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Efficient-AI-Backbones

Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.

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ghostnet.pytorch

[CVPR2020] GhostNet: More Features from Cheap Operations

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flops-counter.pytorch

Flops counter for convolutional networks in pytorch framework

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miccai19

The Code for M2CAI19 Paper: Hard Frame Detection and Online Mapping for Surgical Phase Recognition

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HoloLensCamCalib

Programs to calibrate HoloLens front-facing camera, supporting HL1 and HL2

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tensorboardX

tensorboard for pytorch (and chainer, mxnet, numpy, ...)

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gen-efficientnet-pytorch

Pretrained EfficientNet, EfficientNet-Lite, MixNet, MobileNetV3 / V2, MNASNet A1 and B1, FBNet, Single-Path NAS

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pytorch-image-models

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

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EfficientNet-PyTorch

A PyTorch implementation of EfficientNet

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imgaug

Image augmentation for machine learning experiments.

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concfg

Import / export Windows console settings

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TimeDistributedImageDataGenerator

Extension of Keras ImageDataGenerator class for TimeDistributed layer support.

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keras-video-generators

Keras generators to generate sequences from videos as input

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cpd

C++ implementation of the Coherent Point Drift point set registration algorithm.

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learning-to-reweight-examples

Code for paper "Learning to Reweight Examples for Robust Deep Learning"

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MTRCNet-CL

[MedIA'20]Multi-task recurrent convolutional network with correlation loss for surgical video analysis, winner algorithm at MICCAI'19 Surgical Workflow and Skill Analysis Challenge

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SARAS-ESAD-Baseline

RetinaNet with different loss function types

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keras-yolo3

A Keras implementation of YOLOv3 (Tensorflow backend)

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efficientnet

Implementation of EfficientNet model. Keras and TensorFlow Keras.

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GoogleImagesDownloader

Enlarge training dataset by searching images with specified keywords in google and download the presented images

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google-images-download

Python Script to download hundreds of images from 'Google Images'. It is a ready-to-run code!

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miccai-2016-surgical-activity-rec

Recognizing Surgical Activities with Recurrent Neural Networks

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tensorflow-onnx

Convert TensorFlow, Keras, Tensorflow.js and Tflite models to ONNX

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