# Skeleton Action Recognition on NTU RGB+D 120 (Xsub) Source: [Skeleton Action Recognition on NTU RGB+D 120 (Xsub)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:42.474Z Evaluation of skeleton-based action recognition performance on the NTU RGB+D 120 dataset using the Cross-Subject (Xsub) 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 | Skeleton Action Recognition | | Dataset (including any stated split) | NTU RGB+D Cross-Subject (Xsub) 120 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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. - [Score S](): Higher is better; unit: SCALAR. - [Score U](): Higher is better; unit: SCALAR. - [Score H](): Higher is better; unit: SCALAR. - [Top-1 Acc (J)](): Higher is better; unit: PERCENT. - [Top-1 Acc (B)](): Higher is better; unit: PERCENT. - [Top-1 Acc (JM)](): Higher is better; unit: PERCENT. - [Top-1 Acc (BM)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Ours (BHaRNet-P) | 94.8 | Not recorded | 695b455a53fdd5c361742e57 | | Ours (BHaRNet-E) | 94.7 | Not recorded | 695b455a53fdd5c361742e57 | | SkeleT | 94.6 | Not recorded | 695b455a53fdd5c361742e57 | | Ours (BHaRNet-B) | 94.5 | Not recorded | 695b455a53fdd5c361742e57 | | BHaRNet-E† | 94.3 | Not recorded | 695b455a53fdd5c361742e57 | | BHaRNet-P† | 94.3 | Not recorded | 695b455a53fdd5c361742e57 | | BHaRNet-B† | 94 | Not recorded | 695b455a53fdd5c361742e57 | | 3Mformer | 92 | Not recorded | 695b455a53fdd5c361742e57 | | DeGCN | 91 | Not recorded | 695b455a53fdd5c361742e57 | | ProtoGCN | 90.9 | Not recorded | 695b455a53fdd5c361742e57 | | BlockGCN | 90.3 | Not recorded | 695b455a53fdd5c361742e57 | | InfoGCN | 89.8 | Not recorded | 695b455a53fdd5c361742e57 | | CTR-GCN | 88.9 | Not recorded | 695b455a53fdd5c361742e57 | | PoseConv3D | 86.9 | Not recorded | 695b455a53fdd5c361742e57 | | Neuron | 57.1 | Not recorded | 68fa75e01e209131cea6a654 | | PURLS | 52 | Not recorded | 68fa75e01e209131cea6a654 | | SA-DAVE | 46.1 | Not recorded | 68fa75e01e209131cea6a654 | | STAR | 44.3 | Not recorded | 68fa72da1e209131cea58e98 | | STAR | 44.3 | Not recorded | 68fa75e01e209131cea6a654 | | SMIE | 42.3 | Not recorded | 68fa72da1e209131cea58e98 | | SMIE | 42.3 | Not recorded | 68fa75e01e209131cea6a654 | | SynSE | 41.9 | Not recorded | 68fa72da1e209131cea58e98 | | SynSE | 41.9 | Not recorded | 68fa75e01e209131cea6a654 | | CADA-VAE | 38.7 | Not recorded | 68fa72da1e209131cea58e98 | | CADA-VAE | 38.7 | Not recorded | 68fa75e01e209131cea6a654 | | JPOSE | 38.1 | Not recorded | 68fa72da1e209131cea58e98 | | JPoSE | 38.1 | Not recorded | 68fa75e01e209131cea6a654 | | ReViSE | 8.5 | Not recorded | 68fa72da1e209131cea58e98 | | ReViSE | 8.5 | Not recorded | 68fa75e01e209131cea6a654 | ### Ours (BHaRNet-P) Accuracy: 94.8. Result ID: 6997f4635698665ec44dd623. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"probabilistic","GFLOPs":"6.8","Params(M)":"9.7"}. This record does not assert independent reproduction. ### Ours (BHaRNet-E) Accuracy: 94.7. Result ID: 6997f4635698665ec44dd622. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"probabilistic","GFLOPs":"10.9","Params(M)":"11.0"}. This record does not assert independent reproduction. ### SkeleT Accuracy: 94.6. Result ID: 6997f4635698665ec44dd61d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GFLOPs":"9.6","Params(M)":"5.2"}. This record does not assert independent reproduction. ### Ours (BHaRNet-B) Accuracy: 94.5. Result ID: 6997f4635698665ec44dd621. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"probabilistic","GFLOPs":"6.6","Params(M)":"5.5"}. This record does not assert independent reproduction. ### BHaRNet-E† Accuracy: 94.3. Result ID: 6997f4635698665ec44dd61f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GFLOPs":"5.4","Params(M)":"5.5"}. This record does not assert independent reproduction. ### BHaRNet-P† Accuracy: 94.3. Result ID: 6997f4635698665ec44dd620. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GFLOPs":"3.4","Params(M)":"4.9"}. This record does not assert independent reproduction. ### BHaRNet-B† Accuracy: 94. Result ID: 6997f4635698665ec44dd61e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GFLOPs":"3.3","Params(M)":"2.8"}. This record does not assert independent reproduction. ### 3Mformer Accuracy: 92. Result ID: 6997f4635698665ec44dd61b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GFLOPs":"58.5","Params(M)":"6.7"}. This record does not assert independent reproduction. ### DeGCN Accuracy: 91. Result ID: 6997f4635698665ec44dd61a. [Reporting paper]() Recorded evaluation configuration: {"GFLOPs":"6.9","Params(M)":"5.6"}. This record does not assert independent reproduction. ### ProtoGCN Accuracy: 90.9. Result ID: 6997f4635698665ec44dd61c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"43.4","Params(M)":"24.9"}. This record does not assert independent reproduction. ### BlockGCN Accuracy: 90.3. Result ID: 6997f4635698665ec44dd619. [Reporting paper]() Recorded evaluation configuration: {"GFLOPs":"6.5","Params(M)":"5.2"}. This record does not assert independent reproduction. ### InfoGCN Accuracy: 89.8. Result ID: 6997f4635698665ec44dd617. [Reporting paper]() Recorded evaluation configuration: {"GFLOPs":"10.0\*","Params(M)":"9.4"}. This record does not assert independent reproduction. ### CTR-GCN Accuracy: 88.9. Result ID: 6997f4635698665ec44dd616. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"7.9","Params(M)":"5.8"}. This record does not assert independent reproduction. ### PoseConv3D Accuracy: 86.9. Result ID: 6997f4635698665ec44dd618. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFLOPs":"31.8","Params(M)":"4.0"}. This record does not assert independent reproduction. ### Neuron Accuracy: 57.1. Result ID: 6993e9de3a6c314849196b3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PURLS Accuracy: 52. Result ID: 6993e9de3a6c314849196b37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SA-DAVE Accuracy: 46.1. Result ID: 6993e9de3a6c314849196b38. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STAR Accuracy: 44.3. Result ID: 699282dc3a6c3148490f751f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STAR Accuracy: 44.3. Result ID: 6993e9de3a6c314849196b39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SMIE Accuracy: 42.3. Result ID: 699282dc3a6c3148490f751e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SMIE Accuracy: 42.3. Result ID: 6993e9de3a6c314849196b36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SynSE Accuracy: 41.9. Result ID: 699282dc3a6c3148490f751d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SynSE Accuracy: 41.9. Result ID: 6993e9de3a6c314849196b35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CADA-VAE Accuracy: 38.7. Result ID: 699282dc3a6c3148490f751c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CADA-VAE Accuracy: 38.7. Result ID: 6993e9de3a6c314849196b34. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JPOSE Accuracy: 38.1. Result ID: 699282dc3a6c3148490f751b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JPoSE Accuracy: 38.1. Result ID: 6993e9de3a6c314849196b33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReViSE Accuracy: 8.5. Result ID: 699282dc3a6c3148490f751a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReViSE Accuracy: 8.5. Result ID: 6993e9de3a6c314849196b32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.