# Skeleton-based Action Recognition on Kinetics-Skeleton (test) Source: [Skeleton-based Action Recognition on Kinetics-Skeleton (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:47.521Z Evaluation of skeleton-based action recognition models using the test split of the Kinetics-Skeleton dataset, 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 | Skeleton-based Action Recognition | | Dataset (including any stated split) | Kinetics-Skeleton (test) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 Acc](): Higher is better; unit: PERCENT. - [Top-5 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | HD-GCN (6-ensemble) | 40.9 | Not recorded | 68fa701e1e209131cea492aa | | HD-GCN (4-ensemble) | 40.3 | Not recorded | 68fa701e1e209131cea492aa | | STF | 39.9 | Not recorded | 68fa701e1e209131cea492aa | | HD-GCN (2-ensemble) | 38.9 | Not recorded | 68fa701e1e209131cea492aa | | DDGCN | 38.1 | Not recorded | 68fa701e1e209131cea492aa | | MST-GCN | 38.1 | Not recorded | 68fa701e1e209131cea492aa | | MS-G3D | 38 | Not recorded | 68fa701e1e209131cea492aa | | DGNN | 36.9 | Not recorded | 68fa701e1e209131cea492aa | | 2s-AGCN | 36.1 | Not recorded | 68fa701e1e209131cea492aa | | AGC + ESP-MST | 35.8 | Not recorded | 69705daee25ad2fa9d1ed312 | | AGC + MST | 35.73 | Not recorded | 69705daee25ad2fa9d1ed312 | | TC-AGCN | 35.59 | Not recorded | 69705daee25ad2fa9d1ed312 | | TC-AGC + MST | 35.58 | Not recorded | 69705daee25ad2fa9d1ed312 | | TC-AGC + ESP-MST | 35.45 | Not recorded | 69705daee25ad2fa9d1ed312 | | AGCN | 35.1 | Not recorded | 69705daee25ad2fa9d1ed312 | | STGCN | 32.88 | Not recorded | 69705daee25ad2fa9d1ed312 | | ST-GCN | 30.7 | Not recorded | 68fa701e1e209131cea492aa | ### HD-GCN (6-ensemble) Top-1 Acc: 40.9. Result ID: 69911eac3a6c31484905d535. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction. ### HD-GCN (4-ensemble) Top-1 Acc: 40.3. Result ID: 69911eac3a6c31484905d534. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction. ### STF Top-1 Acc: 39.9. Result ID: 69911eac3a6c31484905d532. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"AAAI 2022","Motion Stream":false}. This record does not assert independent reproduction. ### HD-GCN (2-ensemble) Top-1 Acc: 38.9. Result ID: 69911eac3a6c31484905d533. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Motion Stream":false}. This record does not assert independent reproduction. ### DDGCN Top-1 Acc: 38.1. Result ID: 69911eac3a6c31484905d52f. [Reporting paper]() Recorded evaluation configuration: {"Publication":"ECCV 2020","Motion Stream":true}. This record does not assert independent reproduction. ### MST-GCN Top-1 Acc: 38.1. Result ID: 69911eac3a6c31484905d531. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"AAAI 2021","Motion Stream":true}. This record does not assert independent reproduction. ### MS-G3D Top-1 Acc: 38. Result ID: 69911eac3a6c31484905d530. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2020","Motion Stream":false}. This record does not assert independent reproduction. ### DGNN Top-1 Acc: 36.9. Result ID: 69911eac3a6c31484905d52e. [Reporting paper]() Recorded evaluation configuration: {"Publication":"CVPR 2019","Motion Stream":true}. This record does not assert independent reproduction. ### 2s-AGCN Top-1 Acc: 36.1. Result ID: 69911eac3a6c31484905d52d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2019","Motion Stream":false}. This record does not assert independent reproduction. ### AGC + ESP-MST Top-1 Acc: 35.8. Result ID: 6997aebd5698665ec404e64b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGC + MST Top-1 Acc: 35.73. Result ID: 6997aebd5698665ec404e64a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TC-AGCN Top-1 Acc: 35.59. Result ID: 6997aebd5698665ec404e64c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TC-AGC + MST Top-1 Acc: 35.58. Result ID: 6997aebd5698665ec404e64d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TC-AGC + ESP-MST Top-1 Acc: 35.45. Result ID: 6997aebd5698665ec404e64e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGCN Top-1 Acc: 35.1. Result ID: 6997aebd5698665ec404e649. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGCN Top-1 Acc: 32.88. Result ID: 6997aebd5698665ec404e648. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ST-GCN Top-1 Acc: 30.7. Result ID: 69911eac3a6c31484905d52c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"AAAI 2018","Motion Stream":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.