Domain Generalization on OfficeHome (Domain Accuracy Breakdown)
85.26Accuracy (Art Domain)CoDoL (Ours)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CoDoL (Ours)Backbone=ViT-B/16, Pre-trained=CLIP2025.09 | 85.26 | 74.65 | 91.64 | 90.98 | 85.63 | |
| CoDoL w/ CMNBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 85.23 | 73.67 | 90.89 | 90.45 | 85.06 | |
| StyLIPBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 84.93 | 72.61 | 90.35 | 90.64 | 84.63 | |
| CoDoL w/o DMNBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 83.45 | 71.21 | 88.78 | 89.43 | 83.21 | |
| DPLBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 82.94 | 71.8 | 88.59 | 88.65 | 83 | |
| CLIP-Adapt.Backbone=ViT-B/16, Pre-trained=CLIP2025.09 | 82.76 | 70.08 | 88.02 | 88.04 | 82.23 | |
| ProGradBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 82.57 | 70.2 | 88.6 | 88.49 | 82.46 | |
| TPTBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 82.4 | 70.63 | 88.71 | 88.05 | 82.45 | |
| Lin. ProbingBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 81.55 | 65.7 | 87.14 | 87.32 | 80.43 | |
| CoOpBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 80.08 | 68.99 | 86.96 | 88.44 | 81.12 | |
| CoCoOpBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 79.6 | 69.35 | 86.32 | 87.51 | 80.7 | |
| CLIPBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 79.46 | 63.08 | 86.46 | 85.27 | 78.57 | |
| CoDoL (Ours)Backbone=RN50, Pre-trained=CLIP2025.09 | 75.85 | 57.89 | 84.73 | 87.23 | 76.43 | |
| StyLIPBackbone=RN50, Pre-trained=CLIP2025.09 | 74.6 | 55.18 | 84.3 | 85.11 | 74.8 | |
| CoDoL w/ CMNBackbone=RN50, Pre-trained=CLIP2025.09 | 74.06 | 55.41 | 84.38 | 84.73 | 74.64 | |
| CoDoL w/o DMNBackbone=RN50, Pre-trained=CLIP2025.09 | 73.63 | 54.21 | 83.89 | 84.39 | 74.03 | |
| DPLBackbone=RN50, Pre-trained=CLIP2025.09 | 71.9 | 52.55 | 82.67 | 82.93 | 72.54 | |
| CLIP-Adapt.Backbone=RN50, Pre-trained=CLIP2025.09 | 71.83 | 52.19 | 82.4 | 82.28 | 72.18 | |
| TPTBackbone=RN50, Pre-trained=CLIP2025.09 | 71.83 | 52.16 | 82.4 | 81.9 | 72.07 | |
| CoOpBackbone=RN50, Pre-trained=CLIP2025.09 | 71.7 | 51.4 | 81.96 | 81.52 | 71.65 | |
| ProGradBackbone=RN50, Pre-trained=CLIP2025.09 | 71.61 | 51.8 | 82.09 | 82 | 71.85 | |
| CoCoOpBackbone=RN50, Pre-trained=CLIP2025.09 | 71.55 | 51.61 | 82.25 | 82.3 | 71.93 | |
| Lin. ProbingBackbone=RN50, Pre-trained=CLIP2025.09 | 69.54 | 49.7 | 80.06 | 81.39 | 70.17 | |
| CLIPBackbone=RN50, Pre-trained=CLIP2025.09 | 67.81 | 44.22 | 78.56 | 76.41 | 66.75 | |
| CORALBackbone=RN50, Pre-trained=ImageNet2025.09 | 64.4 | 55.3 | 77.9 | 76.7 | 68.58 | |
| MMDBackbone=RN50, Pre-trained=ImageNet2025.09 | 63 | 53.7 | 78.1 | 76.1 | 67.73 | |
| ERMBackbone=RN50, Pre-trained=ImageNet2025.09 | 62.7 | 53.4 | 77.3 | 76.5 | 67.48 | |
| IRMBackbone=RN50, Pre-trained=ImageNet2025.09 | 61.8 | 52.3 | 77.2 | 75.2 | 66.63 | |
| DANNBackbone=RN50, Pre-trained=ImageNet2025.09 | 59.3 | 51.7 | 76.6 | 74.1 | 65.43 |