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The Top 62 Video Understanding Open Source Projects on Github

Categories > Machine Learning > Video Understanding
Awesome Action Recognition ⭐ 3,142
A curated list of action recognition and related area resources
Mmaction2 ⭐ 1,487
OpenMMLab's Next Generation Video Understanding Toolbox and Benchmark
Temporal Shift Module ⭐ 1,463
[ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding
Mmaction ⭐ 1,415
An open-source toolbox for action understanding based on PyTorch
Temporal Segment Networks ⭐ 1,235
Code & Models for Temporal Segment Networks (TSN) in ECCV 2016
Tsn Pytorch ⭐ 751
Temporal Segment Networks (TSN) in PyTorch
Action Detection ⭐ 551
temporal action detection with SSN
Paddlevideo ⭐ 522
Comprehensive, latest, and deployable video deep learning algorithm, including video recognition, action localization, and temporal action detection tasks. It's a high-performance, light-weight codebase provides practical models for video understanding research and application
Activity Recognition With Cnn And Rnn ⭐ 402
Temporal Segments LSTM and Temporal-Inception for Activity Recognition
Awesome Grounding ⭐ 358
awesome grounding: A curated list of research papers in visual grounding
Video Understanding Dataset ⭐ 352
A collection of recent video understanding datasets, under construction!
Tdn ⭐ 232
[CVPR 2021] TDN: Temporal Difference Networks for Efficient Action Recognition
Actionvlad ⭐ 201
ActionVLAD for video action classification (CVPR 2017)
Youtube 8m ⭐ 166
The 2nd place Solution to the Youtube-8M Video Understanding Challenge by Team Monkeytyping (based on tensorflow)
Object_level_visual_reasoning ⭐ 148
Pytorch Implementation of "Object level Visual Reasoning in Videos", F. Baradel, N. Neverova, C. Wolf, J. Mille, G. Mori , ECCV 2018
Step ⭐ 141
CVPR2019 STEP: Spatio-Temporal Progressive Learning for Video Action Detection
Video2tfrecord ⭐ 141
Easily convert RGB video data (e.g. .avi) to the TensorFlow tfrecords file format for training e.g. a NN in TensorFlow. This implementation allows to limit the number of frames per video to be stored in the tfrecords.
Awesome Activity Prediction ⭐ 127
Paper list of activity prediction and related area
Specvqgan ⭐ 125
Source code for "Taming Visually Guided Sound Generation" (Oral at the BMVC 2021)
Sstda ⭐ 122
[CVPR 2020] Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation (PyTorch)
Multiverse ⭐ 118
Dataset, code and model for the CVPR'20 paper "The Garden of Forking Paths: Towards Multi-Future Trajectory Prediction". And for the ECCV'20 SimAug paper.
I3d_finetune ⭐ 104
TensorFlow code for finetuning I3D model on UCF101.
Movienet Tools ⭐ 92
Tools for movie and video research
Pyanomaly ⭐ 92
Useful Toolbox for Anomaly Detection
Vov3d ⭐ 73
Efficient 3D Backbone Network for Temporal Modeling
Mvfnet ⭐ 65
【AAAI 2021】MVFNet: Multi-View Fusion Network for Efficient Video Recognition
Cater ⭐ 63
CATER: A diagnostic dataset for Compositional Actions and TEmporal Reasoning
Video Contrastive Learning ⭐ 63
Video Contrastive Learning with Global Context
Awesome Temporally Language Grounding ⭐ 59
A curated list of “Temporally Language Grounding” and related area
Graph_distillation ⭐ 51
Graph Distillation for Action Detection
Temporally Language Grounding ⭐ 49
A Pytorch implemention for some state-of-the-art models for" Temporally Language Grounding in Untrimmed Videos"
Sdn ⭐ 48
[NeurIPS 2019] Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition
Just Ask ⭐ 34
[ICCV 2021 Oral] Just Ask: Learning to Answer Questions from Millions of Narrated Videos
Glimpse_clouds ⭐ 28
Pytorch implementation of the paper "Glimpse Clouds: Human Activity Recognition from Unstructured Feature Points", F. Baradel, C. Wolf, J. Mille , G.W. Taylor, CVPR 2018
Pytorch Video Understanding ⭐ 23
This codebase provides a comprehensive video understanding solution for video classification and temporal detection.
Rdn4depth ⭐ 22
Region Deformer Networks for Unsupervised Depth Estimation from Unconstrained Monocular Videos, IJCAI 2019
Mtl Aqa ⭐ 22
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
Cv Datasets ⭐ 18
Collection of open datasets in computer vision.
Stcnet ⭐ 17
STCNet: Spatio-Temporal Cross Network for Industrial Smoke Detection
Temporal Augmentation ⭐ 17
Temporal augmentation with two-stream ConvNet features on human action recognition
Din Group Activity Recognition Benchmark ⭐ 14
A new codebase for Group Activity Recognition. It contains codes for ICCV 2021 paper: Spatio-Temporal Dynamic Inference Network for Group Activity Recognition and some other methods.
Cp 360 Weakly Supervised Saliency ⭐ 13
CP-360-Weakly-Supervised-Saliency
Opra ⭐ 11
Online Product Reviews for Affordances
Sst ⭐ 11
My implementation (PyTorch) for the paper SST: Single-Stream Temporal Action Proposals (http://vision.stanford.edu/pdf/buch2017cvpr.pdf).
Region Based Non Local Network ⭐ 11
[Codes of paper]: Region-based Non-local operation for Video Classification
Deepepisodicmemory ⭐ 10
Deep neural network architecture for representing robot experiences in an episodic-like memory which facilitates encoding, recalling, and predicting action experience - Research Project at KIT's High Performance Humanoids Technologies Lab (H2T)
C3d Lstm Pytorch ⭐ 9
C3D-LSTM implementation in PyTorch
Mucon ⭐ 8
Official Implementation for "Fast Weakly Supervised Action Segmentation Using Mutual Consistency" - TPAMI 2021
Pan Pytorch ⭐ 7
[Codes of paper]: PAN: Towards Fast Action Recognition via Learning Persistence of Appearance
Tsb Gan ⭐ 6
Multi-Variate Temporal GAN for Large Scale Video Generation
Forkingpaths ⭐ 5
Dataset from the paper "The Garden of Forking Paths: Towards Multi-Future Trajectory Prediction"
Roll Videoqa ⭐ 4
PyTorch code for ROLL, a knowledge-based video story question answering model.
Dsanet ⭐ 4
【ACMMM 2021】DSANet: Dynamic Segment Aggregation Network for Video-Level Representation Learning
I3d_master ⭐ 4
implementation of Inflated 3D ConvNet in TensorFlow
Piano Skills Assessment ⭐ 3
Piano Skills Assessment (IEEE MMSP, 2021)
Win Fail Action Recognition ⭐ 3
https://arxiv.org/abs/2102.07355
Dear ⭐ 3
Deep Evidential Action Recognition (ICCV 2021 Oral)
Gestures Miccai 2021 ⭐ 2
Code for "Pérez-García et al. 2021, Transfer Learning of Deep Spatiotemporal Networks to Model Arbitrarily Long Videos of Seizures, MICCAI 2021".
Busy Quiet Net ⭐ 2
[Codes of paper]: Busy-Quiet Video Disentangling for Video Classification
Temporal Span Proposal Network Vidvrd ⭐ 1
What and When to look?: Temporal Span Proposal Network for Video Relation Detection
Computervision_papernotes ⭐ 1
📚 Paper Notes (Computer vision)
Tempagg ⭐ 1
[ECCV 2020] Temporal Aggregate Representations for Long-Range Video Understanding
1-62 of 62 projects

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Advertising 📦 9
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Code Quality 📦 28
Collaboration 📦 30
Command Line Interface 📦 48
Community 📦 81
Companies 📦 60
Compilers 📦 60
Computer Science 📦 74
Configuration Management 📦 39
Content Management 📦 167
Control Flow 📦 197
Data Formats 📦 77
Data Processing 📦 266
Data Storage 📦 132
Economics 📦 60
Frameworks 📦 198
Games 📦 122
Graphics 📦 103
Hardware 📦 148
Integrated Development Environments 📦 47
Learning Resources 📦 147
Legal 📦 28
Libraries 📦 119
Lists Of Projects 📦 21
Machine Learning 📦 336
Mapping 📦 61
Marketing 📦 15
Mathematics 📦 55
Media 📦 228
Messaging 📦 97
Networking 📦 304
Operating Systems 📦 84
Operations 📦 120
Package Managers 📦 52
Programming Languages 📦 229
Runtime Environments 📦 96
Science 📦 42
Security 📦 375
Social Media 📦 26
Software Architecture 📦 70
Software Development 📦 68
Software Performance 📦 57
Software Quality 📦 127
Text Editors 📦 45
Text Processing 📦 131
User Interface 📦 310
User Interface Components 📦 465
Version Control 📦 29
Virtualization 📦 68
Web Browsers 📦 38
Web Servers 📦 25
Web User Interface 📦 194
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