Action Detection on Toyota Smarthome Untrimmed (TSU) (CS)
38.3CS AccuracyT-MOR
Evaluation results
| Method | Links | |
|---|---|---|
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, #Params=3.45M, Evaluation Protocol=Fine-tuning2026.06 | 38.3 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, #Params=3.45M, Evaluation Protocol=Fine-tuning2026.06 | 33.4 | |
| SD-TCNPre-train=PoseCap-1M (M), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.06 | 31.2 | |
| UNIK (Backbone)Pre-train=None, Backbone=UNIK, #Params=3.45M, Evaluation Protocol=Fine-tuning2026.06 | 28.2 | |
| TGMPre-train=Smarthome, Backbone=TCN, Evaluation Protocol=Fine-tuning2026.06 | 26.7 | |
| SD-TCNPre-train=Smarthome, Backbone=AGCN, Evaluation Protocol=Fine-tuning2026.06 | 26.2 | |
| T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, #Params=13.1K, Evaluation Protocol=Linear Probing2026.06 | 23.2 | |
| T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, #Params=13.1K, Evaluation Protocol=Linear Probing2026.06 | 19.8 | |
| Bi-LSTMPre-train=Smarthome, Backbone=LSTM, Evaluation Protocol=Fine-tuning2026.06 | 17 | |
| Previous SoTAPre-train=PoseCap-1M (M), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.06 | 15.2 | |
| UNIK (Backbone)Pre-train=None, Backbone=UNIK, #Params=13.1K, Evaluation Protocol=Linear Probing2026.06 | 8.1 |