Video Unsupervised Domain Adaptation on Daily-DA (test)
76.1Accuracy (H → A)Target Only
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Target Only2026.04 | 76.1 | 76.1 | 76.1 | 86.3 | 86.3 | 86.3 | 72.8 | 72.8 | 72.8 | 95.6 | 95.6 | 95.6 | 82.7 | |
| UNITESetting=VUDA2026.04 | 48 | 44.1 | 37.5 | 67.9 | 74.2 | 65.8 | 51.8 | 50 | 48 | 89.9 | 69.9 | 63.6 | 59.2 | |
| LMFTSetting=VUDA, LMFT ablation=With LMFT2026.04 | 47.8 | 46.6 | 44.9 | 74.6 | 74.2 | 59.2 | 60 | 48.3 | 54.8 | 83.7 | 83.6 | 86.6 | 64.5 | |
| Source Only2026.04 | 45.7 | 55.2 | 38.1 | 51.7 | 68.8 | 47.1 | 47.5 | 46.5 | 37 | 79.4 | 57 | 53.9 | 52.3 | |
| LMFTSetting=VUDA, LMFT ablation=Without LMFT2026.04 | 43.6 | 45.9 | 39.4 | 68.3 | 72.1 | 57.5 | 57.5 | 54.8 | 53.5 | 84 | 81.8 | 85.4 | 62 | |
| CLIPBackbone=ViT-B/16, Setting=ZS2026.04 | 36.5 | 36.5 | 36.5 | 60 | 60 | 60 | 48.5 | 48.5 | 48.5 | 68.1 | 68.1 | 68.1 | 53.3 | |
| EXTERNSetting=SFVUDA2026.04 | 26.2 | 18.1 | 23.9 | 26.2 | 53.7 | 55.8 | 40.7 | 18.2 | 35.2 | 68.1 | 57.6 | 51.4 | 39.6 | |
| DALL-VSetting=SFVUDA2026.04 | 24 | 24 | 24 | 57.9 | 65.4 | 52.5 | 47 | 45.7 | 47 | 78.1 | 76.7 | 75 | 51.4 | |
| MK-MMDSetting=VUDA2026.04 | 20.3 | 21 | 21.7 | 18.7 | 50.4 | 36.2 | 25.7 | 18 | 24 | 58.5 | 33.8 | 26.1 | 29.5 | |
| ATCoNSetting=SFVUDA2026.04 | 17.9 | 27.2 | 17.2 | 26.7 | 47.3 | 48.2 | 30.7 | 17.2 | 32.5 | 57.7 | 48.5 | 31 | 33.5 | |
| STHCSetting=SFVUDA2026.04 | 15.5 | 48.7 | 34.8 | 18.4 | 56.3 | 76.6 | 13.8 | 39.8 | 50.1 | 44.6 | 27.3 | 44.7 | 39.2 | |
| TA3NSetting=VUDA2026.04 | 14.4 | 21.6 | 19.9 | 14.9 | 43 | 37.7 | 25.7 | 15.6 | 31.5 | 55.5 | 38.4 | 23.4 | 28.5 | |
| DANNSetting=VUDA2026.04 | 14.2 | 22.8 | 21.2 | 20.1 | 43.3 | 37.5 | 29.5 | 19.7 | 21.7 | 58.8 | 38.2 | 27 | 29.5 |