Action Recognition Papers

Useful Papers on Action Recognition and Video Classification.

TSN: Temporal Segment Networks: Towards Good Practices for Deep Action Recognition, ECCV 2016
TSM: Temporal Shift Module for Efficient Video Understanding, ICCV 2019
SlowFast Networks for Video Recognition, ICCV 2019
Non-local Neural Networks, CVPR 2018
A Multigrid Method for Efficiently Training Video Models, CVPR2020
X3D: Progressive Network Expansion for Efficient Video Recognition, CVPR2020
ECO: Efficient Convolutional Network for Online Video Understanding, ECCV 2018
3D Resnet: Would Mega-scale Datasets Further Enhance Spatiotemporal 3D CNNs, CVPR 2018
TPN: Temporal Pyramid Network for Action Recognition, CVPR 2020
EvaNet: Evolving Space-Time Neural Architectures for Videos, ICCV 2019
RepFlow: Representation Flow for Action Recognition, CVPR 2019
MARS: Motion-Augmented RGB Stream for Action Recognition, CVPR 2019
StNet: Local and Global Spatial-Temporal Modeling for Human Action Recognition, AAAI 2019
Attention Cluster: Purely Attention Based Local Feature Integration for Video Classification
NeXtVLAD: An Efficient Neural Network to Aggregate Frame-level Features for Large-scale Video Classification
C-TCN: Action localization Model by Baidu, the Champion model of ActivityNet 2018
Neural Graph Matching Networks for Fewshot 3D Action Recognition - M. Guo et al., ECCV2018.  
Temporal 3D ConvNets using Temporal Transition Layer - A. Diba et al., CVPRW2018.  
Temporal 3D ConvNets: New Architecture and Transfer Learning for Video Classification - A. Diba et al., arXiv2017.  
Attentional Pooling for Action Recognition - R. Girdhar and D. Ramanan, NIPS2017.  
Fully Context-Aware Video Prediction - Byeon et al, arXiv2017.  
Hidden Two-Stream Convolutional Networks for Action Recognition - Y. Zhu et al, arXiv2017.  
Dynamic Image Networks for Action Recognition - H. Bilen et al, CVPR2016.   
Long-term Recurrent Convolutional Networks for Visual Recognition and Description - J. Donahue et al, CVPR2015.  
Describing Videos by Exploiting Temporal Structure - L. Yao et al, ICCV2015. 
Real-time Action Recognition with Enhanced Motion Vector CNNs - B. Zhang et al, CVPR2016.  
Action Recognition with Trajectory-Pooled Deep-Convolutional Descriptors - L. Wang et al, CVPR2015.