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Starred repositories
PyTorch implementations of Generative Adversarial Networks.
Official code release for VoxGRAF: Fast 3D-Aware Image Synthesis with Sparse Voxel Grids
Skill Assessment with Spatial Attention Network. Code for EPIC@ICCV2019 paper: Manipulation-skill assessment from videos with spatial attention network
Attribution (or visual explanation) methods for understanding video classification networks. Demo codes for WACV2021 paper: Towards Visually Explaining Video Understanding Networks with Perturbation.
Code for Surgical Skill Assessment via Video Semantic Aggregation (MICCAI 2022)
Visual tracking library based on PyTorch.
Official Pytorch Implementation of: "Asymmetric Loss For Multi-Label Classification"(ICCV, 2021) paper
💯 Curated coding interview preparation materials for busy software engineers
A complete computer science study plan to become a software engineer.
Papers of ComputerVision x Surgery
(N=1,2,3)-dimensional unfold (im2col) and fold (col2im) in PyTorch
Convert images of LaTex math equations into LaTex code.
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment [CVPR 2019]
Shapley values for assessing the importance of each frame in a video
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
A deep learning library for video understanding research.
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Non-local Neural Networks for Video Classification
Python script for downloading Kinetics datasets (Kinetics400, Kinetics600, Kinetics700)
PySlowFast: video understanding codebase from FAIR for reproducing state-of-the-art video models.
PyTorch implementation of 'Vanilla' Gradient, Grad-CAM, Guided backprop, Integrated Gradients and their SmoothGrad variants.
Papers and code of Explainable AI esp. w.r.t. Image classificiation
OpenMMLab's Next Generation Video Understanding Toolbox and Benchmark