Action Classification on Smarthome CS
66.2Top-1 AccuracyT-MOR
Evaluation results
| Method | Links | |
|---|---|---|
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 66.2 | |
| ViAPre-train=PoseCap-1M, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 64.9 | |
| ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 64.5 | |
| MotionBertPre-train=Human3.6M, Backbone=Transformer, Evaluation Protocol=Fine-tuning2026.06 | 64.2 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 63.2 | |
| AimCLRPre-train=Posetics, Backbone=AGCN, Evaluation Protocol=Fine-tuning2026.06 | 62.7 | |
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 52.6 | |
| 3s-CrosCLRPre-train=Posetics, Backbone=ST-GCN, Evaluation Protocol=Fine-tuning2026.06 | 52.6 | |
| ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 51.9 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 49.3 | |
| UNIK(Backbone)Pre-train=None, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 24.6 | |
| T-MORZero-shot transfer=true, Modality=Motion+Visual2026.06 | 21.9 | |
| XCLIPZero-shot transfer=true2026.06 | 16.5 | |
| ViCLIPZero-shot transfer=true2026.06 | 15.4 | |
| T-MORZero-shot transfer=true, Modality=Motion only2026.06 | 14.5 | |
| CLIPZero-shot transfer=true2026.06 | 10.1 | |
| LAVIDALZero-shot transfer=true2026.06 | 9.1 | |
| LLaVA-OneVisionZero-shot transfer=true2026.06 | 8 | |
| Video-LLaVAZero-shot transfer=true2026.06 | 7.2 | |
| Video-ChatgptZero-shot transfer=true2026.06 | 6 | |
| MotionCLIPZero-shot transfer=true2026.06 | 2.6 |