Open-Set Multi-Target Domain Adaptation on Office-Home 15/50 (test)
95.39OS*CLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CLIPSource Domain=Clipart, Backbone=ViT-B/162024.08 | 95.39 | 45.01 | 61.16 | |
| AD-CLIPSource Domain=Clipart, Backbone=ViT-B/162024.08 | 94.02 | 33.05 | 48.91 | |
| AD-CLIPSource Domain=Art, Backbone=ViT-B/162024.08 | 92.64 | 38.15 | 54.04 | |
| AD-CLIPSource Domain=Clipart, Backbone=RN502024.08 | 92.3 | 34.5 | 50.23 | |
| CLIPSource Domain=Clipart, Backbone=RN502024.08 | 92.21 | 45.28 | 60.73 | |
| AD-CLIPSource Domain=Real World, Backbone=ViT-B/162024.08 | 92.16 | 31.26 | 46.69 | |
| CLIPSource Domain=Art, Backbone=ViT-B/162024.08 | 92.08 | 46.06 | 61.76 | |
| CLIPSource Domain=Product, Backbone=ViT-B/162024.08 | 90.64 | 53.44 | 67.24 | |
| AD-CLIPSource Domain=Product, Backbone=ViT-B/162024.08 | 90.52 | 34.23 | 49.67 | |
| COSMoSource Domain=Art, Backbone=ViT-B/162024.08 | 90.25 | 73.4 | 80.96 | |
| CLIPSource Domain=Real World, Backbone=ViT-B/162024.08 | 90.16 | 49.03 | 63.52 | |
| COSMoSource Domain=Clipart, Backbone=ViT-B/162024.08 | 88.92 | 84.79 | 86.8 | |
| COSMoSource Domain=Real World, Backbone=ViT-B/162024.08 | 84.65 | 79.44 | 81.97 | |
| AD-CLIPSource Domain=Art, Backbone=RN502024.08 | 84.41 | 47.43 | 60.74 | |
| DANCESource Domain=Clipart, Backbone=ViT-B/162024.08 | 84.38 | 86.5 | 85.42 | |
| CLIPSource Domain=Art, Backbone=RN502024.08 | 84.15 | 48 | 61.14 | |
| AD-CLIPSource Domain=Product, Backbone=RN502024.08 | 82.11 | 44.64 | 57.84 | |
| CLIPSource Domain=Product, Backbone=RN502024.08 | 81.44 | 54.62 | 65.38 | |
| COSMoSource Domain=Product, Backbone=ViT-B/162024.08 | 80.78 | 84.13 | 82.42 | |
| COSMoSource Domain=Clipart, Backbone=RN502024.08 | 80.59 | 81.99 | 81.28 | |
| AD-CLIPSource Domain=Real World, Backbone=RN502024.08 | 80.38 | 42.36 | 55.48 | |
| CLIPSource Domain=Real World, Backbone=RN502024.08 | 79.65 | 51.09 | 62.25 | |
| DANCESource Domain=Art, Backbone=ViT-B/162024.08 | 79.63 | 82.83 | 81.2 | |
| COSMoSource Domain=Art, Backbone=RN502024.08 | 79.31 | 74.74 | 76.96 | |
| DANCESource Domain=Real World, Backbone=ViT-B/162024.08 | 77.5 | 81.13 | 79.28 | |
| OSDA-BPSource Domain=Art, Backbone=RN502024.08 | 75.36 | 29.88 | 42.8 | |
| COSMoSource Domain=Product, Backbone=RN502024.08 | 74.8 | 70.42 | 72.54 | |
| DANCESource Domain=Product, Backbone=ViT-B/162024.08 | 72.57 | 85.68 | 78.58 | |
| COSMoSource Domain=Real World, Backbone=RN502024.08 | 72.27 | 75.47 | 73.83 | |
| OSDA-BPSource Domain=Clipart, Backbone=RN502024.08 | 71.34 | 49.06 | 58.14 | |
| OSDA-BPSource Domain=Real World, Backbone=RN502024.08 | 68.14 | 43.39 | 53.02 | |
| DANCESource Domain=Art, Backbone=RN502024.08 | 67.91 | 81.08 | 73.91 | |
| OSDA-BPSource Domain=Product, Backbone=RN502024.08 | 67.71 | 41.82 | 51.71 | |
| DANCESource Domain=Clipart, Backbone=RN502024.08 | 65.14 | 84.49 | 73.56 | |
| DANCESource Domain=Real World, Backbone=RN502024.08 | 62.04 | 81.82 | 70.57 | |
| DANCESource Domain=Product, Backbone=RN502024.08 | 58.8 | 85.73 | 69.76 | |
| OSDA-BPSource Domain=Product, Backbone=ViT-B/162024.08 | 54.77 | 57.23 | 55.97 | |
| OSDA-BPSource Domain=Real World, Backbone=ViT-B/162024.08 | 48.32 | 69.33 | 56.95 | |
| OSDA-BPSource Domain=Art, Backbone=ViT-B/162024.08 | 42.44 | 75.7 | 54.39 | |
| OSDA-BPSource Domain=Clipart, Backbone=ViT-B/162024.08 | 35.13 | 31.13 | 33.01 |