awesome-action-recognition

A curated list of action recognition and related area resources

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179

Curated Resources

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20BN-JESTERAction Recognition Datasets
[3D ResNet PyTorch]Video Representation
A Better Baseline for AVASpatio-Temporal Action Detection
R. Girdhar et al., ActivityNet Workshop, CVPR2018.
A Closer Look at Spatiotemporal Convolutions for Action RecognitionVideo Representation
D. Tran et al., CVPR2018.
Actional-Structural Graph Convolutional Networks for Skeleton-Based Action RecognitionSkeleton-Based Action Classification
M. Li et al., CVPR2019.
Action detection by implicit intentional motion clusteringSpatio-Temporal Action Detection
W. Chen and J. Corso, ICCV2015.

ActEV (Activities in Extended VideoCompetitions
Activity detection in security camera videos. Runs through 2021. Hosted by NIST.

AlphaPosePose Estimation
PyTorch based realtime and accurate pose estimation and tracking tool from SJTU.
DeepLabCut: markerless pose estimation of user-defined body parts with deep learningPose Estimation
A. Mathis et al, Nature Neuroscience 2018.
DensePosePose Estimation
Dense pose human estimation in the wild implemented in the Detectron framework.
Detect-and-Track: Efficient Pose Estimation in VideosPose Estimation
R. Girdhar et al., arXiv2017.
MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual NetworkPose Estimation
M. Kocabas et al, ECCV2018.
OpenPose LibraryPose Estimation
Caffe based realtime pose estimation library from CMU.

[code]Video Object Detection
C. Feichtenhofer et al., ICCV2017.
[code]Video Object Detection
X. Zhu et al., ICCV2017.
Deformable Convolutional NetworksObject Detection
J. Dai et al., ICCV2017.
DetectronObject Detection
Open Source Object Detection Framework from Facebook AI Research. Includes Mask R-CNN, FPN, and etc. Caffe2 implementation.
Faster R-CNNObject Detection
State-of-the-art object detector.
ImageNet VIDVideo Object Detection Datasets

Showing a sample of 179 resources. View the full list on GitHub →