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Papers

RNN


NTU

[1] NTU RGB+D: A Large Scale Dataset for 3D Human Activity Analysis

[2] Spatio-Temporal LSTM with Trust Gates for 3D Human Action Recognition

[3] Skeleton Based Human Action Recognition with Global Context-Aware Attention LSTM Networks

[4] NTU RGB+D 120: A Large-Scale Benchmark for 3D Human Activity Understanding


[5] Modeling Temporal Dynamics and Spatial Configurations of Actions Using Two-Stream Recurrent Neural Networks

[6] Learning content and style: Joint action recognition and person identification from human skeletons

[7] Ensemble Deep Learning for Skeleton-based Action Recognition using Temporal Sliding LSTM networks

[8] View Adaptive Recurrent Neural Networks for High Performance Human Action Recognition from Skeleton Data

[9] View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition

[10] Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN

[11] Skeleton-Based Action Recognition with Spatial Reasoning and Temporal Stack Learning

[12] Adding Attentiveness to the Neurons in Recurrent Neural Networks

CNN


Hikvision

[1] Skeleton-based Action Recognition with Convolutional Neural Networks

[2] Co-occurrence Feature Learning from Skeleton Data for Action Recognition and Detection with Hierarchical Aggregation


[3] Skeleton-Based Action Recognition with Synchronous Local and Non-local Spatio-temporal Learning and Frequency Attention

[4] Three-Stream Convolutional Neural Network with Multi-task and Ensemble Learning for 3D Action Recognition

  • intro: CVPRW 2019, Multi-feature CNN, Muti-task and Ensemble

GCN

[1] Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition

[2] Deep Progressive Reinforcement Learning for Skeleton-based Action Recognition

  • intro: CVPR 2018, Using reinforcement learning to select frames

[3] Non-Local Graph Convolutional Networks for Skeleton-Based Action Recognition

[4] Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition

[5] An Attention Enhanced Graph Convolutional LSTM Network for Skeleton-Based Action Recognition

[6] Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition

[7] JOINTS RELATION INFERENCE NETWORK FOR SKELETON-BASED ACTION RECOGNITION

  • intro: ICIP 2019, GCN+CNN, Optimal adjacency matrices

Other GITHUB Repos for Skeleton-based Action Recognition Papers and Small Notes


Updated: 2019/10/11