ML Research Wiki / Benchmarks / 3D Action Recognition / Assembly101

Assembly101

3D Action Recognition Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: Actions Top-1

Top Performing Models

Rank Model Paper Actions Top-1 Date Code
1 HandFormer-B/21 On the Utility of 3D Hand Poses for Action Recognition 41.06 2024-03-14 📦 s-shamil/HandFormer
2 TSM TSM: Temporal Shift Module for Efficient Video Understanding 35.27 2018-11-20 📦 open-mmlab/mmaction2 📦 towhee-io/towhee 📦 MIT-HAN-LAB/temporal-shift-module
3 RGBPoseConv3D Revisiting Skeleton-based Action Recognition 33.61 2021-04-28 📦 open-mmlab/mmaction2 📦 kennymckormick/pyskl 📦 txyugood/PaddlePoseC3D 📦 sandman002/One-Style-is-All-You-Need-to-Generate-a-Video
4 MS-G3D Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition 28.70 2020-03-31 📦 kennymckormick/pyskl 📦 kenziyuliu/ms-g3d 📦 metrics-lab/st-fmri
5 ISTA-Net Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition 28.07 2023-07-14 📦 Necolizer/ISTA-Net
6 CHASE(CTR-GCN) CHASE: Learning Convex Hull Adaptive Shift for Skeleton-based Multi-Entity Action Recognition 28.03 2024-10-09 📦 Necolizer/CHASE
7 2s-AGCN Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition 26.70 2018-05-20 📦 benedekrozemberczki/pytorch_geometric_temporal 📦 lshiwjx/2s-AGCN 📦 iamjeff7/j-va-aagcn 📦 ELKYang/2s-AGCN-paddle

All Papers (7)

s-shamil/HandFormer
open-mmlab/mmaction2 towhee-io/towhee
open-mmlab/mmaction2 kennymckormick/pyskl
kennymckormick/pyskl kenziyuliu/ms-g3d metrics-lab/st-fmri
Necolizer/ISTA-Net
Necolizer/CHASE
benedekrozemberczki/pytorch_geometric_temporal lshiwjx/2s-AGCN