# Action Recognition on Kinetics-Skeleton 400 Source: [Action Recognition on Kinetics-Skeleton 400]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:06.515Z Evaluation of Action Recognition performance using the Kinetics-Skeleton 400 dataset, typically measured by Top-1 and Top-5 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 | Action Recognition | | Dataset (including any stated split) | Kinetics-Skeleton 400 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ProtoGCN | 51.9 | Not recorded | 68fa777e1e209131cea738c7 | | ProtoGCN | 51.3 | Not recorded | 68fa777e1e209131cea738c7 | | DS-GCN | 50.6 | Not recorded | 68fa777e1e209131cea738c7 | | ProtoGCN | 49.9 | Not recorded | 68fa777e1e209131cea738c7 | | PYSKL | 49.1 | Not recorded | 68fa777e1e209131cea738c7 | | HD-GCN | 40.9 | Not recorded | 68fa777e1e209131cea738c7 | | STF | 39.9 | Not recorded | 68fa777e1e209131cea738c7 | | MST-GCN | 38.1 | Not recorded | 68fa777e1e209131cea738c7 | | MS-G3D | 38 | Not recorded | 68fa777e1e209131cea738c7 | | 2s-AGCN | 36.1 | Not recorded | 68fa777e1e209131cea738c7 | | AS-GCN | 34.8 | Not recorded | 68fa777e1e209131cea738c7 | | ST-GCN | 30.7 | Not recorded | 68fa777e1e209131cea738c7 | ### ProtoGCN Top-1 Accuracy: 51.9. Result ID: 699496e43a6c3148491e3bc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ensemble size":6}. This record does not assert independent reproduction. ### ProtoGCN Top-1 Accuracy: 51.3. Result ID: 699496e43a6c3148491e3bc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ensemble size":4}. This record does not assert independent reproduction. ### DS-GCN Top-1 Accuracy: 50.6. Result ID: 699496e43a6c3148491e3bc3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProtoGCN Top-1 Accuracy: 49.9. Result ID: 699496e43a6c3148491e3bc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ensemble size":2}. This record does not assert independent reproduction. ### PYSKL Top-1 Accuracy: 49.1. Result ID: 699496e43a6c3148491e3bc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HD-GCN Top-1 Accuracy: 40.9. Result ID: 699496e43a6c3148491e3bc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STF Top-1 Accuracy: 39.9. Result ID: 699496e43a6c3148491e3bc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MST-GCN Top-1 Accuracy: 38.1. Result ID: 699496e43a6c3148491e3bbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MS-G3D Top-1 Accuracy: 38. Result ID: 699496e43a6c3148491e3bbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 2s-AGCN Top-1 Accuracy: 36.1. Result ID: 699496e43a6c3148491e3bbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AS-GCN Top-1 Accuracy: 34.8. Result ID: 699496e43a6c3148491e3bbc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ST-GCN Top-1 Accuracy: 30.7. Result ID: 699496e43a6c3148491e3bbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.