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A toolbox for skeleton-based action recognition.

v0.2

2 years ago

New Algorithms

New Datasets

  • Kinetics-400 (2D skeleton)
  • Diving48 (2D skeleton)

New Features

  • Generating 2D skeleton annotations for a custom video dataset.
  • Support spatial augmentations (rotate & scale).
  • Support GCN inference in demo_skeleton

Bug Fix

  • Fix bug in vis_heatmap.ipynb
  • Fix links of ST-GCN++ weights

Known Issues

  • Currently, demo_skeleton is not compatible with PoseC3D trained on K400.

v0.1

2 years ago

Supported Algorithms

  • PoseConv3D (CVPR2022 Oral): A 3D-CNN based approach for skeleton action recognition.
  • ST-GCN (AAAI 2018): A GCN based approach for skeleton action recognition.
  • ST-GCN++ (PYSKL): A variant of ST-GCN, which achieves outstanding recognition performance without any adaptive schemes.

Supported Datasets

  • NTURGB+D & NTURGB+D 120 (all splits, both 2D & 3D skeletons).
  • FineGYM (2D skeletons).
  • UCF101 (2D skeletons).
  • HMDB51 (2D skeletons).

Supported Features

  • Training and testing of all supported algorithms.
  • Visualization of both 2D and 3D skeleton annotations.