Open-Set Multi-Target Domain Adaptation on DomainNet Mini 60/66 (test)
92.98OS*AD-CLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AD-CLIPSource Domain=Painting, Backbone=ViT-B/162024.08 | 92.98 | 41.01 | 56.92 | |
| AD-CLIPSource Domain=Sketch, Backbone=ViT-B/162024.08 | 91.94 | 38.1 | 53.88 | |
| AD-CLIPSource Domain=Clipart, Backbone=ViT-B/162024.08 | 91.87 | 37.4 | 53.16 | |
| CLIPSource Domain=Painting, Backbone=ViT-B/162024.08 | 90.97 | 64.78 | 75.67 | |
| CLIPSource Domain=Sketch, Backbone=ViT-B/162024.08 | 89.67 | 65.44 | 75.66 | |
| CLIPSource Domain=Clipart, Backbone=ViT-B/162024.08 | 89.29 | 65.81 | 75.78 | |
| COSMoSource Domain=Painting, Backbone=ViT-B/162024.08 | 86.58 | 81.85 | 84.15 | |
| AD-CLIPSource Domain=Real, Backbone=ViT-B/162024.08 | 86.12 | 32.9 | 47.61 | |
| AD-CLIPSource Domain=Painting, Backbone=RN502024.08 | 85.38 | 44.18 | 58.23 | |
| CLIPSource Domain=Real, Backbone=ViT-B/162024.08 | 84.74 | 63.19 | 72.39 | |
| AD-CLIPSource Domain=Clipart, Backbone=RN502024.08 | 83.97 | 41.93 | 55.93 | |
| AD-CLIPSource Domain=Sketch, Backbone=RN502024.08 | 83.1 | 43.67 | 57.25 | |
| COSMoSource Domain=Clipart, Backbone=ViT-B/162024.08 | 83.08 | 79.1 | 81.05 | |
| CLIPSource Domain=Painting, Backbone=RN502024.08 | 82.15 | 63.1 | 71.38 | |
| COSMoSource Domain=Sketch, Backbone=ViT-B/162024.08 | 81.08 | 84.77 | 82.89 | |
| CLIPSource Domain=Sketch, Backbone=RN502024.08 | 81.07 | 64.26 | 71.69 | |
| CLIPSource Domain=Clipart, Backbone=RN502024.08 | 80.47 | 64.59 | 71.67 | |
| COSMoSource Domain=Painting, Backbone=RN502024.08 | 80.37 | 72.69 | 76.34 | |
| COSMoSource Domain=Real, Backbone=ViT-B/162024.08 | 79.33 | 79.03 | 79.18 | |
| DANCESource Domain=Painting, Backbone=ViT-B/162024.08 | 76.07 | 87.29 | 81.29 | |
| COSMoSource Domain=Clipart, Backbone=RN502024.08 | 74.38 | 76.62 | 75.48 | |
| AD-CLIPSource Domain=Real, Backbone=RN502024.08 | 73.5 | 40.36 | 52.11 | |
| COSMoSource Domain=Sketch, Backbone=RN502024.08 | 72.75 | 80.72 | 76.52 | |
| CLIPSource Domain=Real, Backbone=RN502024.08 | 68.87 | 68.19 | 68.53 | |
| COSMoSource Domain=Real, Backbone=RN502024.08 | 63.36 | 77.06 | 69.54 | |
| DANCESource Domain=Real, Backbone=ViT-B/162024.08 | 61.97 | 89.85 | 73.35 | |
| DANCESource Domain=Sketch, Backbone=ViT-B/162024.08 | 60.46 | 94.85 | 73.84 | |
| DANCESource Domain=Clipart, Backbone=ViT-B/162024.08 | 56.85 | 91.96 | 70.26 | |
| OSDA-BPSource Domain=Painting, Backbone=ViT-B/162024.08 | 48.3 | 57.28 | 52.41 | |
| OSDA-BPSource Domain=Real, Backbone=ViT-B/162024.08 | 41.65 | 59.08 | 48.86 | |
| OSDA-BPSource Domain=Sketch, Backbone=ViT-B/162024.08 | 40.95 | 35.09 | 37.79 | |
| OSDA-BPSource Domain=Clipart, Backbone=RN502024.08 | 38.85 | 71.14 | 50.26 | |
| OSDA-BPSource Domain=Sketch, Backbone=RN502024.08 | 38.76 | 70.35 | 49.98 | |
| OSDA-BPSource Domain=Painting, Backbone=RN502024.08 | 38.58 | 73.25 | 50.54 | |
| OSDA-BPSource Domain=Clipart, Backbone=ViT-B/162024.08 | 37.43 | 46.01 | 41.27 | |
| DANCESource Domain=Painting, Backbone=RN502024.08 | 31.7 | 94.29 | 47.45 | |
| DANCESource Domain=Sketch, Backbone=RN502024.08 | 28.6 | 96.27 | 44.1 | |
| DANCESource Domain=Clipart, Backbone=RN502024.08 | 26.46 | 94.82 | 41.37 | |
| OSDA-BPSource Domain=Real, Backbone=RN502024.08 | 25.73 | 73.54 | 38.12 | |
| DANCESource Domain=Real, Backbone=RN502024.08 | 14.39 | 97.12 | 25.06 |