# Action Recognition on BABEL 50% OR Source: [Action Recognition on BABEL 50% OR]() Collection index: [llms.txt]() Data updated: 2026-05-01T08:13:21.489Z Evaluation of video action recognition performance using the BABEL 50% OR 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 50% 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 + ProtoGCN | 56.97 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + BlockGCN | 56.42 | Not recorded | 69f433b955a3c32af89fd2a4 | | BlockGCN | 55.77 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + CTR-GCN | 55.68 | Not recorded | 69f433b955a3c32af89fd2a4 | | Shift-GCN | 55.49 | Not recorded | 69f433b955a3c32af89fd2a4 | | CTR-GCN | 54.57 | Not recorded | 69f433b955a3c32af89fd2a4 | | DeGCN | 54.48 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + ProtoGCN | 53.92 | Not recorded | 69f433b955a3c32af89fd2a4 | | Mixformer | 53.74 | Not recorded | 69f433b955a3c32af89fd2a4 | | ProtoGCN | 53.74 | Not recorded | 69f433b955a3c32af89fd2a4 | | ST-GCN | 53.65 | Not recorded | 69f433b955a3c32af89fd2a4 | | GAP + CTR-GCN | 52.56 | Not recorded | 69f433b955a3c32af89fd2a4 | | DeGCN | 52.35 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + CTR-GCN | 52.08 | Not recorded | 69f433b955a3c32af89fd2a4 | | GAP + CTR-GCN | 51.8 | Not recorded | 69f433b955a3c32af89fd2a4 | | CTR-GCN | 51.71 | Not recorded | 69f433b955a3c32af89fd2a4 | | ST-GCN | 51.62 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + BlockGCN | 51.43 | Not recorded | 69f433b955a3c32af89fd2a4 | | Shift-GCN | 51.25 | Not recorded | 69f433b955a3c32af89fd2a4 | | BlockGCN | 50.69 | Not recorded | 69f433b955a3c32af89fd2a4 | | InfoGCN++ | 49.22 | Not recorded | 69f433b955a3c32af89fd2a4 | | Skateformer | 49.22 | Not recorded | 69f433b955a3c32af89fd2a4 | | ProtoGCN | 48.48 | Not recorded | 69f433b955a3c32af89fd2a4 | | 2s-AGCN | 47.92 | Not recorded | 69f433b955a3c32af89fd2a4 | | InfoGCN++ | 47.83 | Not recorded | 69f433b955a3c32af89fd2a4 | | Skateformer | 46.63 | Not recorded | 69f433b955a3c32af89fd2a4 | | Mixformer | 44.23 | Not recorded | 69f433b955a3c32af89fd2a4 | | 2s-AGCN | 35 | Not recorded | 69f433b955a3c32af89fd2a4 | ### SASI + ProtoGCN Accuracy: 56.97. Result ID: 69f45fc447f34ce924da303f. [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. ### SASI + BlockGCN Accuracy: 56.42. Result ID: 69f45fc447f34ce924da303d. [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. ### BlockGCN Accuracy: 55.77. Result ID: 69f45fc447f34ce924da3031. [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. ### SASI + CTR-GCN Accuracy: 55.68. Result ID: 69f45fc447f34ce924da303b. [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. ### Shift-GCN Accuracy: 55.49. Result ID: 69f45fc447f34ce924da3029. [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. ### CTR-GCN Accuracy: 54.57. Result ID: 69f45fc447f34ce924da302b. [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. ### DeGCN Accuracy: 54.48. Result ID: 69f45fc447f34ce924da3035. [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. ### SASI + ProtoGCN Accuracy: 53.92. Result ID: 69f45fc447f34ce924da3040. [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. ### Mixformer Accuracy: 53.74. Result ID: 69f45fc447f34ce924da302d. [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. ### ProtoGCN Accuracy: 53.74. Result ID: 69f45fc447f34ce924da3037. [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. ### ST-GCN Accuracy: 53.65. Result ID: 69f45fc447f34ce924da3025. [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. ### GAP + CTR-GCN Accuracy: 52.56. Result ID: 69f45fc447f34ce924da3039. [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. ### DeGCN Accuracy: 52.35. Result ID: 69f45fc447f34ce924da3036. [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. ### SASI + CTR-GCN Accuracy: 52.08. Result ID: 69f45fc447f34ce924da303c. [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. ### GAP + CTR-GCN Accuracy: 51.8. Result ID: 69f45fc447f34ce924da303a. [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. ### CTR-GCN Accuracy: 51.71. Result ID: 69f45fc447f34ce924da302c. [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. ### ST-GCN Accuracy: 51.62. Result ID: 69f45fc447f34ce924da3026. [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. ### SASI + BlockGCN Accuracy: 51.43. Result ID: 69f45fc447f34ce924da303e. [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. ### Shift-GCN Accuracy: 51.25. Result ID: 69f45fc447f34ce924da302a. [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. ### BlockGCN Accuracy: 50.69. Result ID: 69f45fc447f34ce924da3032. [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. ### InfoGCN++ Accuracy: 49.22. Result ID: 69f45fc447f34ce924da302f. [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. ### Skateformer Accuracy: 49.22. Result ID: 69f45fc447f34ce924da3033. [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. ### ProtoGCN Accuracy: 48.48. Result ID: 69f45fc447f34ce924da3038. [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. ### 2s-AGCN Accuracy: 47.92. Result ID: 69f45fc447f34ce924da3027. [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. ### InfoGCN++ Accuracy: 47.83. Result ID: 69f45fc447f34ce924da3030. [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. ### Skateformer Accuracy: 46.63. Result ID: 69f45fc447f34ce924da3034. [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. ### Mixformer Accuracy: 44.23. Result ID: 69f45fc447f34ce924da302e. [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. ### 2s-AGCN Accuracy: 35. Result ID: 69f45fc447f34ce924da3028. [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.