# Skeleton-based Action Recognition on NTU-RGB+D 60 (X-Sub) Source: [Skeleton-based Action Recognition on NTU-RGB+D 60 (X-Sub)]() Collection index: [llms.txt]() Data updated: 2026-05-13T08:37:06.347Z Evaluation of skeleton-based action recognition performance on the NTU RGB+D 60 dataset using the Cross-Subject (X-Sub) evaluation protocol, measured by Top-1 Accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Skeleton-based Action Recognition | | Dataset (including any stated split) | NTU-RGB+D 60 (X-Sub) | | Metric | Top-1 Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 34 of 34 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Top-1 Accuracy](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HD-GCN (6-ensemble) | 0.934 | Not recorded | 68fa701e1e209131cea492aa | | InfoGCN (6-ensemble) | 0.93 | Not recorded | 68fa701e1e209131cea492aa | | HD-GCN (4-ensemble) | 0.93 | Not recorded | 68fa701e1e209131cea492aa | | InfoGCN (4-ensemble) | 0.927 | Not recorded | 68fa701e1e209131cea492aa | | STF | 0.925 | Not recorded | 68fa701e1e209131cea492aa | | CTR-GCN | 0.924 | Not recorded | 68fa701e1e209131cea492aa | | HD-GCN (2-ensemble) | 0.924 | Not recorded | 68fa701e1e209131cea492aa | | EfficientGCN-B4 | 0.917 | Not recorded | 68fa701e1e209131cea492aa | | MS-G3D | 0.915 | Not recorded | 68fa701e1e209131cea492aa | | MST-GCN | 0.915 | Not recorded | 68fa701e1e209131cea492aa | | DDGCN | 0.911 | Not recorded | 68fa701e1e209131cea492aa | | DC-GCN+ADG | 0.908 | Not recorded | 68fa701e1e209131cea492aa | | Shift-GCN | 0.907 | Not recorded | 68fa701e1e209131cea492aa | | DGNN | 0.899 | Not recorded | 68fa701e1e209131cea492aa | | AGC-LSTM | 0.892 | Not recorded | 68fa701e1e209131cea492aa | | SGN | 0.89 | Not recorded | 68fa701e1e209131cea492aa | | 2s-AGCN | 0.885 | Not recorded | 68fa701e1e209131cea492aa | | ST-GCN | 0.815 | Not recorded | 68fa701e1e209131cea492aa | | PoseBridge | 0.414 | Not recorded | 6a0405bcdbc836b87d827705 | | PoseBridge | 0.372 | Not recorded | 6a0405bcdbc836b87d827705 | | TDSM | 0.361 | Not recorded | 6a0405bcdbc836b87d827705 | | ScoPLe | 0.32 | Not recorded | 6a0405bcdbc836b87d827705 | | PURLS | 0.311 | Not recorded | 6a0405bcdbc836b87d827705 | | TDSM | 0.259 | Not recorded | 6a0405bcdbc836b87d827705 | | ReViSE | 0.243 | Not recorded | 6a0405bcdbc836b87d827705 | | PURLS | 0.235 | Not recorded | 6a0405bcdbc836b87d827705 | | JPoSE | 0.201 | Not recorded | 6a0405bcdbc836b87d827705 | | SynSE | 0.199 | Not recorded | 6a0405bcdbc836b87d827705 | | ScoPLe | 0.182 | Not recorded | 6a0405bcdbc836b87d827705 | | CADA-VAE | 0.162 | Not recorded | 6a0405bcdbc836b87d827705 | | ReViSE | 0.148 | Not recorded | 6a0405bcdbc836b87d827705 | | JPoSE | 0.124 | Not recorded | 6a0405bcdbc836b87d827705 | | SynSE | 0.12 | Not recorded | 6a0405bcdbc836b87d827705 | | CADA-VAE | 0.115 | Not recorded | 6a0405bcdbc836b87d827705 | ### HD-GCN (6-ensemble) Top-1 Accuracy: 0.934. Result ID: 69911eac3a6c31484905d4fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction. ### InfoGCN (6-ensemble) Top-1 Accuracy: 0.93. Result ID: 69911eac3a6c31484905d4f8. [Reporting paper]() Recorded evaluation configuration: {"Publication":"CVPR 2022","Motion Stream":true}. This record does not assert independent reproduction. ### HD-GCN (4-ensemble) Top-1 Accuracy: 0.93. Result ID: 69911eac3a6c31484905d4fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction. ### InfoGCN (4-ensemble) Top-1 Accuracy: 0.927. Result ID: 69911eac3a6c31484905d4f7. [Reporting paper]() Recorded evaluation configuration: {"Publication":"CVPR 2022","Motion Stream":false}. This record does not assert independent reproduction. ### STF Top-1 Accuracy: 0.925. Result ID: 69911eac3a6c31484905d4f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"AAAI 2022","Motion Stream":false}. This record does not assert independent reproduction. ### CTR-GCN Top-1 Accuracy: 0.924. Result ID: 69911eac3a6c31484905d4f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"ICCV 2021","Motion Stream":true}. This record does not assert independent reproduction. ### HD-GCN (2-ensemble) Top-1 Accuracy: 0.924. Result ID: 69911eac3a6c31484905d4f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction. ### EfficientGCN-B4 Top-1 Accuracy: 0.917. Result ID: 69911eac3a6c31484905d4f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"TPAMI 2022","Motion Stream":true}. This record does not assert independent reproduction. ### MS-G3D Top-1 Accuracy: 0.915. Result ID: 69911eac3a6c31484905d4f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2020","Motion Stream":false}. This record does not assert independent reproduction. ### MST-GCN Top-1 Accuracy: 0.915. Result ID: 69911eac3a6c31484905d4f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"AAAI 2021","Motion Stream":true}. This record does not assert independent reproduction. ### DDGCN Top-1 Accuracy: 0.911. Result ID: 69911eac3a6c31484905d4f1. [Reporting paper]() Recorded evaluation configuration: {"Publication":"ECCV 2020","Motion Stream":true}. This record does not assert independent reproduction. ### DC-GCN+ADG Top-1 Accuracy: 0.908. Result ID: 69911eac3a6c31484905d4f0. [Reporting paper]() Recorded evaluation configuration: {"Publication":"ECCV 2020","Motion Stream":true}. This record does not assert independent reproduction. ### Shift-GCN Top-1 Accuracy: 0.907. Result ID: 69911eac3a6c31484905d4ef. [Reporting paper]() Recorded evaluation configuration: {"Publication":"CVPR 2020","Motion Stream":true}. This record does not assert independent reproduction. ### DGNN Top-1 Accuracy: 0.899. Result ID: 69911eac3a6c31484905d4ee. [Reporting paper]() Recorded evaluation configuration: {"Publication":"CVPR 2019","Motion Stream":true}. This record does not assert independent reproduction. ### AGC-LSTM Top-1 Accuracy: 0.892. Result ID: 69911eac3a6c31484905d4ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"CVPR 2019","Motion Stream":false}. This record does not assert independent reproduction. ### SGN Top-1 Accuracy: 0.89. Result ID: 69911eac3a6c31484905d4ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2020","Motion Stream":true}. This record does not assert independent reproduction. ### 2s-AGCN Top-1 Accuracy: 0.885. Result ID: 69911eac3a6c31484905d4eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2019","Motion Stream":false}. This record does not assert independent reproduction. ### ST-GCN Top-1 Accuracy: 0.815. Result ID: 69911eac3a6c31484905d4ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"AAAI 2018","Motion Stream":false}. This record does not assert independent reproduction. ### PoseBridge Top-1 Accuracy: 0.414. Result ID: 6a04382347f34ce924ea2170. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"This work"}. This record does not assert independent reproduction. ### PoseBridge Top-1 Accuracy: 0.372. Result ID: 6a04382347f34ce924ea2178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"This work"}. This record does not assert independent reproduction. ### TDSM Top-1 Accuracy: 0.361. Result ID: 6a04382347f34ce924ea216f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ICCV 2025"}. This record does not assert independent reproduction. ### ScoPLe Top-1 Accuracy: 0.32. Result ID: 6a04382347f34ce924ea216e. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 2025"}. This record does not assert independent reproduction. ### PURLS Top-1 Accuracy: 0.311. Result ID: 6a04382347f34ce924ea216d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR 2024"}. This record does not assert independent reproduction. ### TDSM Top-1 Accuracy: 0.259. Result ID: 6a04382347f34ce924ea2177. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ICCV 2025"}. This record does not assert independent reproduction. ### ReViSE Top-1 Accuracy: 0.243. Result ID: 6a04382347f34ce924ea2169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2017"}. This record does not assert independent reproduction. ### PURLS Top-1 Accuracy: 0.235. Result ID: 6a04382347f34ce924ea2175. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR 2024"}. This record does not assert independent reproduction. ### JPoSE Top-1 Accuracy: 0.201. Result ID: 6a04382347f34ce924ea216a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2019"}. This record does not assert independent reproduction. ### SynSE Top-1 Accuracy: 0.199. Result ID: 6a04382347f34ce924ea216c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ICIP 2021"}. This record does not assert independent reproduction. ### ScoPLe Top-1 Accuracy: 0.182. Result ID: 6a04382347f34ce924ea2176. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 2025"}. This record does not assert independent reproduction. ### CADA-VAE Top-1 Accuracy: 0.162. Result ID: 6a04382347f34ce924ea216b. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 2019"}. This record does not assert independent reproduction. ### ReViSE Top-1 Accuracy: 0.148. Result ID: 6a04382347f34ce924ea2171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2017"}. This record does not assert independent reproduction. ### JPoSE Top-1 Accuracy: 0.124. Result ID: 6a04382347f34ce924ea2172. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2019"}. This record does not assert independent reproduction. ### SynSE Top-1 Accuracy: 0.12. Result ID: 6a04382347f34ce924ea2174. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ICIP 2021"}. This record does not assert independent reproduction. ### CADA-VAE Top-1 Accuracy: 0.115. Result ID: 6a04382347f34ce924ea2173. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 2019"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.