action recognition review

(1). Datasets

• Kinetics
• UCF101
• HMDB51
• Sports-1M
• Charades

(2). Methods

• Two-stream based
  • Two-Stream Convolutional Networks for Action Recognition in Videos paper
  • Temporal Segment Networks: Towards Good Practices for Deep Action Recognition paper code
• 3D convolution based
  • C3D: Generic Features for Video Analysis paper code
  • Temporal 3D ConvNets: New Architecture and Transfer Learning for Video Classification paper code
  • A Closer Look at Spatiotemporal Convolutions for Action Recognition paper code
  • Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset paper code
  • Non-local Neural Networks paper code
• Skeleton based
  • Co-occurrence Feature Learning for Skeleton based Action Recognition using Regularized Deep LSTM Networks paper
  • An End-to-End Spatio-Temporal Attention Model for Human Action Recognition from Skeleton Data paper project
  • View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition paper
  • Co-occurrence Feature Learning from Skeleton Data for Action Recognition and Detection with Hierarchical Aggregation paper
  • Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition paper code
• Others

  • ActionVLAD: Learning spatio-temporal aggregation for action classification paper code

  • Appearance-and-Relation Networks for Video Classification paper code

  • ECO: Efficient Convolutional Network for Online Video Understanding paper code