Action Classification on Penn Action
98.2Top-1 AccuracyT-MOR
Evaluation results
| Method | Links | |
|---|---|---|
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 98.2 | |
| ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 98 | |
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 97.8 | |
| ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 97.3 | |
| AimCLRPre-train=Posetics, Backbone=AGCN, Evaluation Protocol=Fine-tuning2026.06 | 96.6 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 96.2 | |
| 3s-CrosCLRPre-train=Posetics, Backbone=ST-GCN, Evaluation Protocol=Fine-tuning2026.06 | 95.2 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 86.3 | |
| T-MORZero-shot transfer=true, Modality=Motion+Visual2026.06 | 80.9 | |
| ViCLIPZero-shot transfer=true2026.06 | 74.3 | |
| XCLIPZero-shot transfer=true2026.06 | 72.7 | |
| T-MORZero-shot transfer=true, Modality=Motion only2026.06 | 69.5 | |
| CLIPZero-shot transfer=true2026.06 | 63.1 | |
| Video-LLaVAZero-shot transfer=true2026.06 | 60.5 | |
| LLaVA-OneVisionZero-shot transfer=true2026.06 | 57.1 | |
| LAVIDALZero-shot transfer=true2026.06 | 43.4 | |
| UNIK(Backbone)Pre-train=None, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 29.8 | |
| Video-ChatgptZero-shot transfer=true2026.06 | 13.4 | |
| MotionCLIPZero-shot transfer=true2026.06 | 6.1 |