# Action Recognition on NTU RGB+D 60 & 120 (Cross-Subject (CSub)) Source: [Action Recognition on NTU RGB+D 60 & 120 (Cross-Subject (CSub))]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:46.379Z Evaluation of action recognition performance across both the NTU RGB+D 60 and NTU RGB+D 120 datasets using the Cross-Subject evaluation protocol. 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) | NTU RGB+D 60 & 120 (Cross-Subject (CSub)) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | 2s-AGCN | 82.5 | Not recorded | 68fa68d71e209131cea1e964 | | 3s RA-GCN | 81.1 | Not recorded | 68fa68d71e209131cea1e964 | | 2s RA-GCN | 81 | Not recorded | 68fa68d71e209131cea1e964 | | GVFE+DH-TCN | 78.3 | Not recorded | 68fa68d71e209131cea1e964 | | baseline (1s RA-GCN) | 78.2 | Not recorded | 68fa68d71e209131cea1e964 | | AS-GCN | 77.7 | Not recorded | 68fa68d71e209131cea1e964 | | preliminary version | 74.4 | Not recorded | 68fa68d71e209131cea1e964 | | SR-TSL | 74.1 | Not recorded | 68fa68d71e209131cea1e964 | | ST-GCN | 70.7 | Not recorded | 68fa68d71e209131cea1e964 | | TSRJI | 67.9 | Not recorded | 68fa68d71e209131cea1e964 | | SkeleMotion | 67.7 | Not recorded | 68fa68d71e209131cea1e964 | | Pose Evolution Map | 64.6 | Not recorded | 68fa68d71e209131cea1e964 | | 2s attention LSTM | 61.2 | Not recorded | 68fa68d71e209131cea1e964 | | Skeleton Visualization | 60.3 | Not recorded | 68fa68d71e209131cea1e964 | | FSNet | 59.9 | Not recorded | 68fa68d71e209131cea1e964 | | ST-LSTM | 55.7 | Not recorded | 68fa68d71e209131cea1e964 | | Soft RNN | 36.3 | Not recorded | 68fa68d71e209131cea1e964 | | PA-LSTM | 25.5 | Not recorded | 68fa68d71e209131cea1e964 | ### 2s-AGCN Accuracy: 82.5. Result ID: 698d87ff8b517eb433222e0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2019","Param. (Million)":"6.94","Data":"Skeleton","Note":"Implemented by authors of this paper"}. This record does not assert independent reproduction. ### 3s RA-GCN Accuracy: 81.1. Result ID: 698d87ff8b517eb433222e13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2020","Param. (Million)":"6.23","Data":"Skeleton"}. This record does not assert independent reproduction. ### 2s RA-GCN Accuracy: 81. Result ID: 698d87ff8b517eb433222e12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2020","Param. (Million)":"4.17","Data":"Skeleton"}. This record does not assert independent reproduction. ### GVFE+DH-TCN Accuracy: 78.3. Result ID: 698d87ff8b517eb433222e0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2019","Param. (Million)":null,"Data":"Skeleton"}. This record does not assert independent reproduction. ### baseline (1s RA-GCN) Accuracy: 78.2. Result ID: 698d87ff8b517eb433222e11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2020","Param. (Million)":"2.07","Data":"Skeleton"}. This record does not assert independent reproduction. ### AS-GCN Accuracy: 77.7. Result ID: 698d87ff8b517eb433222e0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2019","Param. (Million)":"6.99","Data":"Skeleton"}. This record does not assert independent reproduction. ### preliminary version Accuracy: 74.4. Result ID: 698d87ff8b517eb433222e10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2019","Param. (Million)":"6.25","Data":"Skeleton"}. This record does not assert independent reproduction. ### SR-TSL Accuracy: 74.1. Result ID: 698d87ff8b517eb433222e0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2018","Param. (Million)":"19.07","Data":"Skeleton","Note":"Implemented by authors of this paper"}. This record does not assert independent reproduction. ### ST-GCN Accuracy: 70.7. Result ID: 698d87ff8b517eb433222e0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2018","Param. (Million)":"3.10","Data":"Skeleton","Note":"Implemented by authors of this paper"}. This record does not assert independent reproduction. ### TSRJI Accuracy: 67.9. Result ID: 698d87ff8b517eb433222e0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2019","Param. (Million)":null,"Data":"Skeleton"}. This record does not assert independent reproduction. ### SkeleMotion Accuracy: 67.7. Result ID: 698d87ff8b517eb433222e09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2019","Param. (Million)":null,"Data":"Skeleton"}. This record does not assert independent reproduction. ### Pose Evolution Map Accuracy: 64.6. Result ID: 698d87ff8b517eb433222e02. [Reporting paper]() Recorded evaluation configuration: {"Year":"2017","Param. (Million)":null,"Data":"Both"}. This record does not assert independent reproduction. ### 2s attention LSTM Accuracy: 61.2. Result ID: 698d87ff8b517eb433222e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2017","Param. (Million)":null,"Data":"Skeleton"}. This record does not assert independent reproduction. ### Skeleton Visualization Accuracy: 60.3. Result ID: 698d87ff8b517eb433222e07. [Reporting paper]() Recorded evaluation configuration: {"Year":"2018","Param. (Million)":null,"Data":"Skeleton"}. This record does not assert independent reproduction. ### FSNet Accuracy: 59.9. Result ID: 698d87ff8b517eb433222e08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2018","Param. (Million)":null,"Data":"Skeleton"}. This record does not assert independent reproduction. ### ST-LSTM Accuracy: 55.7. Result ID: 698d87ff8b517eb433222e05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2016","Param. (Million)":null,"Data":"Skeleton"}. This record does not assert independent reproduction. ### Soft RNN Accuracy: 36.3. Result ID: 698d87ff8b517eb433222e03. [Reporting paper]() Recorded evaluation configuration: {"Year":"2018","Param. (Million)":null,"Data":"RGB"}. This record does not assert independent reproduction. ### PA-LSTM Accuracy: 25.5. Result ID: 698d87ff8b517eb433222e04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2016","Param. (Million)":null,"Data":"Skeleton"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.