# Action Recognition on BABEL 25% OR Source: [Action Recognition on BABEL 25% OR]() Collection index: [llms.txt]() Data updated: 2026-05-01T08:13:21.444Z Evaluation of video action recognition performance using the BABEL 25% 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 25% 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 | 51.71 | Not recorded | 69f433b955a3c32af89fd2a4 | | DeGCN | 51.06 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + BlockGCN | 50.14 | Not recorded | 69f433b955a3c32af89fd2a4 | | BlockGCN | 49.58 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + CTR-GCN | 49.4 | Not recorded | 69f433b955a3c32af89fd2a4 | | Shift-GCN | 48.85 | Not recorded | 69f433b955a3c32af89fd2a4 | | ProtoGCN | 48.2 | Not recorded | 69f433b955a3c32af89fd2a4 | | Mixformer | 47.74 | Not recorded | 69f433b955a3c32af89fd2a4 | | ST-GCN | 46.91 | Not recorded | 69f433b955a3c32af89fd2a4 | | InfoGCN++ | 44.51 | Not recorded | 69f433b955a3c32af89fd2a4 | | GAP + CTR-GCN | 43.84 | Not recorded | 69f433b955a3c32af89fd2a4 | | CTR-GCN | 43.77 | Not recorded | 69f433b955a3c32af89fd2a4 | | 2s-AGCN | 41.37 | Not recorded | 69f433b955a3c32af89fd2a4 | | Skateformer | 41.18 | Not recorded | 69f433b955a3c32af89fd2a4 | | ST-GCN | 37.21 | Not recorded | 69f433b955a3c32af89fd2a4 | | CTR-GCN | 32.87 | Not recorded | 69f433b955a3c32af89fd2a4 | | DeGCN | 32.59 | Not recorded | 69f433b955a3c32af89fd2a4 | | Shift-GCN | 32.41 | Not recorded | 69f433b955a3c32af89fd2a4 | | GAP + CTR-GCN | 31.82 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + ProtoGCN | 31.76 | Not recorded | 69f433b955a3c32af89fd2a4 | | Skateformer | 31.67 | Not recorded | 69f433b955a3c32af89fd2a4 | | InfoGCN++ | 30.56 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + BlockGCN | 30.38 | Not recorded | 69f433b955a3c32af89fd2a4 | | SASI + CTR-GCN | 29.36 | Not recorded | 69f433b955a3c32af89fd2a4 | | BlockGCN | 29.09 | Not recorded | 69f433b955a3c32af89fd2a4 | | ProtoGCN | 28.62 | Not recorded | 69f433b955a3c32af89fd2a4 | | Mixformer | 26.96 | Not recorded | 69f433b955a3c32af89fd2a4 | | 2s-AGCN | 18.55 | Not recorded | 69f433b955a3c32af89fd2a4 | ### SASI + ProtoGCN Accuracy: 51.71. Result ID: 69f45fc447f34ce924da3023. [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. ### DeGCN Accuracy: 51.06. Result ID: 69f45fc447f34ce924da3019. [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 + BlockGCN Accuracy: 50.14. Result ID: 69f45fc447f34ce924da3021. [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: 49.58. Result ID: 69f45fc447f34ce924da3015. [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: 49.4. Result ID: 69f45fc447f34ce924da301f. [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: 48.85. Result ID: 69f45fc447f34ce924da300d. [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. ### ProtoGCN Accuracy: 48.2. Result ID: 69f45fc447f34ce924da301b. [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. ### Mixformer Accuracy: 47.74. Result ID: 69f45fc447f34ce924da3011. [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: 46.91. Result ID: 69f45fc447f34ce924da3009. [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. ### InfoGCN++ Accuracy: 44.51. Result ID: 69f45fc447f34ce924da3013. [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. ### GAP + CTR-GCN Accuracy: 43.84. Result ID: 69f45fc447f34ce924da301d. [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. ### CTR-GCN Accuracy: 43.77. Result ID: 69f45fc447f34ce924da300f. [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. ### 2s-AGCN Accuracy: 41.37. Result ID: 69f45fc447f34ce924da300b. [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. ### Skateformer Accuracy: 41.18. Result ID: 69f45fc447f34ce924da3017. [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. ### ST-GCN Accuracy: 37.21. Result ID: 69f45fc447f34ce924da300a. [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. ### CTR-GCN Accuracy: 32.87. Result ID: 69f45fc447f34ce924da3010. [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. ### DeGCN Accuracy: 32.59. Result ID: 69f45fc447f34ce924da301a. [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. ### Shift-GCN Accuracy: 32.41. Result ID: 69f45fc447f34ce924da300e. [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. ### GAP + CTR-GCN Accuracy: 31.82. Result ID: 69f45fc447f34ce924da301e. [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. ### SASI + ProtoGCN Accuracy: 31.76. Result ID: 69f45fc447f34ce924da3024. [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. ### Skateformer Accuracy: 31.67. Result ID: 69f45fc447f34ce924da3018. [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: 30.56. Result ID: 69f45fc447f34ce924da3014. [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. ### SASI + BlockGCN Accuracy: 30.38. Result ID: 69f45fc447f34ce924da3022. [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. ### SASI + CTR-GCN Accuracy: 29.36. Result ID: 69f45fc447f34ce924da3020. [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: 29.09. Result ID: 69f45fc447f34ce924da3016. [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. ### ProtoGCN Accuracy: 28.62. Result ID: 69f45fc447f34ce924da301c. [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: 26.96. Result ID: 69f45fc447f34ce924da3012. [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: 18.55. Result ID: 69f45fc447f34ce924da300c. [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.