| Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling | | 52.3 | | Structured Keypoint Pooling (PPNv2 skeletons+objects) | 2023-03-27 |
| Revealing Key Details to See Differences: A Novel Prototypical Perspective for Skeleton-based Action Recognition | ✓ Link | 51.9 | | ProtoGCN | 2024-11-28 |
| Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling | | 50.3 | | Structured Keypoint Pooling (HRNet skeletons) | 2023-03-27 |
| Revisiting Skeleton-based Action Recognition | ✓ Link | 49.1 | | PoseC3D (SlowOnly-346) | 2021-04-28 |
| Revisiting Skeleton-based Action Recognition | ✓ Link | 47.7 | | PoseC3D | 2021-04-28 |
| Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling | | 43.1 | | Structured Keypoint Pooling (PPNv2 skeletons) | 2023-03-27 |
| Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition | ✓ Link | 40.9 | | HD-GCN | 2022-08-23 |
| Temporal Extension Module for Skeleton-Based Action Recognition | | 38.6 | | 2s-AGCN+TEM | 2020-03-19 |
| Learning Multi-Granular Spatio-Temporal Graph Network for Skeleton-based Action Recognition | ✓ Link | 38.4 | | DualHead-Net | 2021-08-10 |
| Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition | ✓ Link | 38.0 | | MS-G3D | 2020-03-31 |
| Dynamic GCN: Context-enriched Topology Learning for Skeleton-based Action Recognition | ✓ Link | 37.9 | | Dynamic GCN | 2020-07-29 |
| Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks | ✓ Link | 37.8 | | MS-AAGCN | 2019-12-15 |
| Unifying Graph Embedding Features with Graph Convolutional Networks for Skeleton-based Action Recognition | | 37.5 | | CGCN | 2020-03-06 |
| Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks | ✓ Link | 37.4 | | JB-AAGCN | 2019-12-15 |
| Skeleton-based Action Recognition via Spatial and Temporal Transformer Networks | ✓ Link | 37.4 | | ST-TR-agcn | 2020-08-17 |
| Learning Graph Convolutional Network for Skeleton-based Human Action Recognition by Neural Searching | ✓ Link | 37.1 | | GCN-NAS | 2019-11-11 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 36.9 | 26.91 | AGCN (2-stream) | 2022-03-21 |
| Skeleton-Based Action Recognition With Directed Graph Neural Networks | ✓ Link | 36.9 | | DGNN | 2019-06-01 |
| Skeleton-Based Action Recognition with Synchronous Local and Non-local Spatio-temporal Learning and Frequency Attention | | 36.6 | | SLnL-rFA | 2018-11-10 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 35 | 13.45 | AGCN (1-stream) | 2022-03-21 |
| Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition | ✓ Link | 34.8 | | AS-GCN | 2019-04-26 |
| Predictively Encoded Graph Convolutional Network for Noise-Robust Skeleton-based Action Recognition | ✓ Link | 34.8 | | PeGCN | 2020-03-17 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 34.7 | 23.24 | S-TR (2-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 34.4 | 24.09 | ST-GCN (2-stream) | 2022-03-21 |
| Pose Refinement Graph Convolutional Network for Skeleton-based Action Recognition | | 33.7 | | PR-GCN | 2020-10-14 |
| Spatiotemporal graph routing for skeleton-based action recognition | | 33.6 | | ST-GR | 2019-07-17 |
| An Attention-Enhanced Recurrent Graph Convolutional Network for Skeleton-Based Action Recognition | | 33.5 | | AR-GCN | 2019-11-27 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 33.4 | 12.04 | ST-GCN (1-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 33.1 | 0.32 | CoST-GCN (2-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 33 | 0.18 | CoAGCN (1-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 32.7 | 0.31 | CoS-TR (2-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 32.2 | 0.22 | CoST-GCN* (2-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 32 | 11.62 | S-TR (1-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 31.8 | 0.16 | CoST-GCN (1-stream) | 2022-03-21 |
| Chirality Nets for Human Pose Regression | ✓ Link | 30.9 | | Ours-Conv-Chiral | 2019-10-31 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 30.2 | 0.11 | CoST-GCN* (1-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 29.9 | 0.22 | CoS-TR* (2-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 29.7 | | CoS-TR (1-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 27.5 | 0.25 | CoAGCN* (2-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 27.4 | 0.11 | CoS-TR* (1-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | 23.3 | 0.12 | CoAGCN* (1-stream) | 2022-03-21 |
| Continual Spatio-Temporal Graph Convolutional Networks | ✓ Link | | 0.36 | CoAGCN (2-stream) | 2022-03-21 |