Action Classification on Smarthome (cross-view CV2)
66.7AccuracyT-MOR
Evaluation Results
| Method | Links | |
|---|---|---|
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 66.7 | |
| ViAPre-train=PoseCap-1M, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 65.8 | |
| ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 65.2 | |
| MotionBertPre-train=Human3.6M, Backbone=Transformer, Evaluation Protocol=Fine-tuning2026.06 | 63.7 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 61.8 | |
| AimCLRPre-train=Posetics, Backbone=AGCN, Evaluation Protocol=Fine-tuning2026.06 | 61.1 | |
| 3s-CrosCLRPre-train=Posetics, Backbone=ST-GCN, Evaluation Protocol=Fine-tuning2026.06 | 58.1 | |
| VPNPose=true, RGB=true, Att=true2020.07 | 53.5 | |
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 53.4 | |
| ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 52.2 | |
| P-I3DPose=true, RGB=true, Att=true2020.07 | 50.3 | |
| Separable STAPose=true, RGB=true, Att=true2020.07 | 50.3 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 46.4 | |
| I3DPose=false, RGB=true, Att=false2020.07 | 45.1 | |
| I3D+NLPose=false, RGB=true, Att=true2020.07 | 43.9 | |
| DTPose=false, RGB=true, Att=false2020.07 | 23.7 | |
| UNIK(Backbone)Pre-train=None, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 20.7 | |
| T-MORZero-shot transfer=true, Modality=Motion+Visual2026.06 | 17.4 | |
| LSTMPose=true, RGB=false, Att=false2020.07 | 17.2 | |
| XCLIPZero-shot transfer=true2026.06 | 14.8 | |
| ViCLIPZero-shot transfer=true2026.06 | 14.6 | |
| CLIPZero-shot transfer=true2026.06 | 13.6 | |
| T-MORZero-shot transfer=true, Modality=Motion only2026.06 | 7 | |
| LAVIDALZero-shot transfer=true2026.06 | 6.8 | |
| LLaVA-OneVisionZero-shot transfer=true2026.06 | 6.4 | |
| Video-LLaVAZero-shot transfer=true2026.06 | 2.5 | |
| Video-ChatgptZero-shot transfer=true2026.06 | 2.4 | |
| MotionCLIPZero-shot transfer=true2026.06 | 2.2 |