# Action Recognition on BABEL 75% OR Source: [Action Recognition on BABEL 75% OR]() Collection index: [llms.txt]() Data updated: 2026-05-01T08:13:21.521Z Evaluation of video action recognition performance using the BABEL 75% OR subset/configuration. 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) | BABEL 75% OR | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SASI + BlockGCN | 58.54 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + ProtoGCN | 58.08 | Not recorded | 69f433b955a3c32af89fd2a4 | | Shift-GCN | 57.8 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + ProtoGCN | 57.62 | Not recorded | 69f433b955a3c32af89fd2a4 | | BlockGCN | 57.43 | Not recorded | 69f433b955a3c32af89fd2a4 | | ProtoGCN | 57.43 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + CTR-GCN | 57.43 | Not recorded | 69f433b955a3c32af89fd2a4 | | BlockGCN | 57.34 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + BlockGCN | 57.25 | Not recorded | 69f433b955a3c32af89fd2a4 | | GAP + CTR-GCN | 56.34 | Not recorded | 69f433b955a3c32af89fd2a4 | | Shift-GCN | 56.14 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + CTR-GCN | 56.14 | Not recorded | 69f433b955a3c32af89fd2a4 | | CTR-GCN | 56.05 | Not recorded | 69f433b955a3c32af89fd2a4 | | ProtoGCN | 56.05 | Not recorded | 69f433b955a3c32af89fd2a4 | | Mixformer | 55.68 | Not recorded | 69f433b955a3c32af89fd2a4 | | ST-GCN | 55.49 | Not recorded | 69f433b955a3c32af89fd2a4 | | DeGCN | 55.31 | Not recorded | 69f433b955a3c32af89fd2a4 | | DeGCN | 55.31 | Not recorded | 69f433b955a3c32af89fd2a4 | | InfoGCN++ | 55.22 | Not recorded | 69f433b955a3c32af89fd2a4 | | ST-GCN | 54.94 | Not recorded | 69f433b955a3c32af89fd2a4 | | CTR-GCN | 54.2 | Not recorded | 69f433b955a3c32af89fd2a4 | | GAP + CTR-GCN | 53.79 | Not recorded | 69f433b955a3c32af89fd2a4 | | Skateformer | 52.35 | Not recorded | 69f433b955a3c32af89fd2a4 | | Mixformer | 50.32 | Not recorded | 69f433b955a3c32af89fd2a4 | | Skateformer | 49.95 | Not recorded | 69f433b955a3c32af89fd2a4 | | InfoGCN++ | 49.05 | Not recorded | 69f433b955a3c32af89fd2a4 | | 2s-AGCN | 47.37 | Not recorded | 69f433b955a3c32af89fd2a4 | | 2s-AGCN | 45.61 | Not recorded | 69f433b955a3c32af89fd2a4 | ### SASI + BlockGCN Accuracy: 58.54. Result ID: 69f45fc447f34ce924da3059. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Skeleton + text","Param.":"56.99M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### SASI + ProtoGCN Accuracy: 58.08. Result ID: 69f45fc447f34ce924da305b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Skeleton + text","Param.":"55.56M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### Shift-GCN Accuracy: 57.8. Result ID: 69f45fc447f34ce924da3045. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"CVPR 2020","Param.":"0.81M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### SASI + ProtoGCN Accuracy: 57.62. Result ID: 69f45fc447f34ce924da305c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Skeleton + text","Param.":"55.56M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### BlockGCN Accuracy: 57.43. Result ID: 69f45fc447f34ce924da304d. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"CVPR 2024","Param.":"1.89M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### ProtoGCN Accuracy: 57.43. Result ID: 69f45fc447f34ce924da3053. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"CVPR 2025","Param.":"4.30M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### SASI + CTR-GCN Accuracy: 57.43. Result ID: 69f45fc447f34ce924da3058. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Skeleton + text","Param.":"56.60M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### BlockGCN Accuracy: 57.34. Result ID: 69f45fc447f34ce924da304e. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"CVPR 2024","Param.":"1.89M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### SASI + BlockGCN Accuracy: 57.25. Result ID: 69f45fc447f34ce924da305a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Skeleton + text","Param.":"56.99M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### GAP + CTR-GCN Accuracy: 56.34. Result ID: 69f45fc447f34ce924da3056. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton + text","Publication":"ICCV 2023","Param.":"2.18M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### Shift-GCN Accuracy: 56.14. Result ID: 69f45fc447f34ce924da3046. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"CVPR 2020","Param.":"0.81M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### SASI + CTR-GCN Accuracy: 56.14. Result ID: 69f45fc447f34ce924da3057. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Skeleton + text","Param.":"56.60M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### CTR-GCN Accuracy: 56.05. Result ID: 69f45fc447f34ce924da3048. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"ICCV 2021","Param.":"1.49M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### ProtoGCN Accuracy: 56.05. Result ID: 69f45fc447f34ce924da3054. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"CVPR 2025","Param.":"4.30M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### Mixformer Accuracy: 55.68. Result ID: 69f45fc447f34ce924da3049. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"MM 2023","Param.":"3.85M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### ST-GCN Accuracy: 55.49. Result ID: 69f45fc447f34ce924da3042. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"AAAI 2018","Param.":"3.17M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### DeGCN Accuracy: 55.31. Result ID: 69f45fc447f34ce924da3051. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"TIP 2024","Param.":"1.53M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### DeGCN Accuracy: 55.31. Result ID: 69f45fc447f34ce924da3052. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"TIP 2024","Param.":"1.53M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### InfoGCN++ Accuracy: 55.22. Result ID: 69f45fc447f34ce924da304c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"TPAMI 2024","Param.":"0.72M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### ST-GCN Accuracy: 54.94. Result ID: 69f45fc447f34ce924da3041. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"AAAI 2018","Param.":"3.17M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### CTR-GCN Accuracy: 54.2. Result ID: 69f45fc447f34ce924da3047. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"ICCV 2021","Param.":"1.49M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### GAP + CTR-GCN Accuracy: 53.79. Result ID: 69f45fc447f34ce924da3055. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton + text","Publication":"ICCV 2023","Param.":"2.18M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### Skateformer Accuracy: 52.35. Result ID: 69f45fc447f34ce924da304f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"ECCV 2024","Param.":"3.33M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### Mixformer Accuracy: 50.32. Result ID: 69f45fc447f34ce924da304a. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"MM 2023","Param.":"3.85M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### Skateformer Accuracy: 49.95. Result ID: 69f45fc447f34ce924da3050. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"ECCV 2024","Param.":"3.33M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. ### InfoGCN++ Accuracy: 49.05. Result ID: 69f45fc447f34ce924da304b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"TPAMI 2024","Param.":"0.72M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### 2s-AGCN Accuracy: 47.37. Result ID: 69f45fc447f34ce924da3043. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"CVPR 2019","Param.":"3.54M","Training Protocol":"Separately Trained on each OR (%)"}. This record does not assert independent reproduction. ### 2s-AGCN Accuracy: 45.61. Result ID: 69f45fc447f34ce924da3044. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Skeleton","Publication":"CVPR 2019","Param.":"3.54M","Training Protocol":"Trained on 100% OR (%)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.