Action Recognition on NTU-60 (x-sub) (Low Data Evaluation)
88.8Accuracy (10% data)SLiM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SLiMProtocol=Fine-tuning2026.03 | 88.8 | 72.1 | |
| GFPProtocol=Fine-tuning2026.03 | 88.7 | 71.8 | |
| S-JEPAProtocol=Fine-tuning2026.03 | 88.4 | 67.5 | |
| 3s-S2Iensemble=3-stream2026.03 | 88.3 | 75.2 | |
| MacDiff2026.03 | 88.2 | 65.6 | |
| MAMP2026.03 | 88 | 66 | |
| MAMPProtocol=Fine-tuning2026.03 | 88 | 66 | |
| S2I2026.03 | 84.8 | 71.4 | |
| SkeletonMAE2026.03 | 80.6 | 54.4 | |
| SkeletonMAEProtocol=Fine-tuning2026.03 | 80.6 | 54.4 | |
| USDRL (DSTE)Evaluation Protocol=Semi-supervised2024.12 | 80.2 | 57.3 | |
| USDRLProtocol=Fine-tuning2026.03 | 80.2 | 57.3 | |
| 3s-CMDensemble=3-stream2026.03 | 79 | 55.6 | |
| 3s-AimCLRensemble=3-stream2026.03 | 78.2 | 54.8 | |
| 3s-Hi-TRSensemble=3-stream2026.03 | 77.7 | 49.3 | |
| PCM3Evaluation Protocol=Semi-supervised2024.12 | 77.1 | 53.8 | |
| HYSPProtocol=Fine-tuning2026.03 | 76.2 | — | |
| USDRL (STTR)Evaluation Protocol=Semi-supervised2024.12 | 76.1 | 55 | |
| CMDEvaluation Protocol=Semi-supervised2024.12 | 75.4 | 50.6 | |
| CMD2026.03 | 75.4 | 50.6 | |
| CMDProtocol=Fine-tuning2026.03 | 75.4 | 50.6 | |
| HiCLREvaluation Protocol=Semi-supervised2024.12 | 74.6 | 51.1 | |
| 3s-CrosSCLRensemble=3-stream2026.03 | 74.4 | 51.1 | |
| CPM2026.03 | 73 | 56.7 | |
| CPMProtocol=Fine-tuning2026.03 | 73 | 56.7 | |
| HiCoProtocol=Fine-tuning2026.03 | 73 | 54.4 | |
| HaLPProtocol=Fine-tuning2026.03 | 72.6 | 46.6 | |
| 3s-Colorizationensemble=3-stream2026.03 | 71.7 | 48.3 | |
| GL-TransformerProtocol=Fine-tuning2026.03 | 68.6 | — | |
| ISCEvaluation Protocol=Semi-supervised2024.12 | 65.9 | 35.7 | |
| ISC2026.03 | 65.9 | 35.7 | |
| MS2LEvaluation Protocol=Semi-supervised2024.12 | 65.2 | 33.1 | |
| MS2L2026.03 | 65.1 | 33.1 | |
| ASSL2026.03 | 64.3 | — | |
| LongT GAN2026.03 | 62 | 35.2 | |
| UmURLProtocol=Fine-tuning2026.03 | — | 58.1 |