Domain Generalization on PACS, VLCS, OfficeHome, and DomainNet (test)
98.6PACS AccuracyPromptStyler
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PromptStylerBackbone=ViT-L/14, Pre-training=CLIP, Source Domain=false, Domain Description=false2023.07 | 98.6 | 82.4 | 89.1 | 65.5 | 83.9 | |
| ZS-CLIP (PC)Backbone=ViT-L/14, Pre-training=CLIP, Source Domain=false, Domain Description=true, Prompt=a photo of a [class]2023.07 | 98.5 | 82.4 | 86.9 | 64 | 83 | |
| ZS-CLIP (C)Backbone=ViT-L/14, Pre-training=CLIP, Source Domain=false, Domain Description=false, Prompt=[class]2023.07 | 97.6 | 77.5 | 85.9 | 63.3 | 81.1 | |
| PromptStylerBackbone=ViT-B/16, Pre-training=CLIP, Source Domain=false, Domain Description=false2023.07 | 97.2 | 82.9 | 83.6 | 59.4 | 80.8 | |
| MIRA2025.11 | 97.01 | 82.1 | 87.36 | 61.19 | 81.92 | |
| PEGO2025.11 | 96.5 | 83.2 | 84.2 | 57.3 | 80.3 | |
| CLIP2025.11 | 96.2 | 81.7 | 82 | 57.5 | 79.85 | |
| CoOp2025.11 | 96.2 | 77.6 | 83.9 | 59.8 | 79.88 | |
| ZS-CLIP (PC)Backbone=ViT-B/16, Pre-training=CLIP, Source Domain=false, Domain Description=true, Prompt=a photo of a [class]2023.07 | 96.1 | 82.4 | 82.3 | 57.7 | 79.6 | |
| SEDGE2025.11 | 96.1 | 82.2 | 80.7 | 54.7 | 78.43 | |
| GESTUR2025.11 | 96 | 82.8 | 84.2 | 58.9 | 80.48 | |
| ZS-CLIP (C)Backbone=ViT-B/16, Pre-training=CLIP, Source Domain=false, Domain Description=false, Prompt=[class]2023.07 | 95.7 | 76.4 | 79.9 | 57.8 | 77.5 | |
| MIROBackbone=ViT-B/16, Pre-training=CLIP, Source Domain=true, Domain Description=false2023.07 | 95.6 | 82.2 | 82.5 | 54 | 78.6 | |
| MIRO2025.11 | 95.6 | 82.2 | 82.5 | 54 | 78.58 | |
| ERM2025.11 | 93.7 | 82.7 | 78.5 | 53.8 | 77.68 | |
| PromptStylerBackbone=ResNet-50, Pre-training=CLIP, Source Domain=false, Domain Description=false2023.07 | 93.2 | 82.3 | 73.6 | 49.5 | 74.7 | |
| SMA2025.11 | 92.1 | 79.7 | 78.1 | 55.9 | 76.95 | |
| SWAD2025.11 | 91.3 | 79.4 | 76.9 | 51.7 | 74.33 | |
| ZS-CLIP (PC)Backbone=ResNet-50, Pre-training=CLIP, Source Domain=false, Domain Description=true, Prompt=a photo of a [class]2023.07 | 90.7 | 80.1 | 72 | 46.2 | 72.3 | |
| ZS-CLIP (C)Backbone=ResNet-50, Pre-training=CLIP, Source Domain=false, Domain Description=false, Prompt=[class]2023.07 | 90.6 | 76 | 68.6 | 45.6 | 70.2 | |
| CADBackbone=ResNet-50, Pre-training=CLIP, Source Domain=true, Domain Description=false2023.07 | 90 | 81.2 | 70.5 | 45.5 | 71.8 | |
| SagNetBackbone=ResNet-50, Pre-training=ImageNet, Source Domain=true, Domain Description=false2023.07 | 86.3 | 77.8 | 68.1 | 40.3 | 68.1 | |
| SelfRegBackbone=ResNet-50, Pre-training=ImageNet, Source Domain=true, Domain Description=false2023.07 | 85.6 | 77.8 | 67.9 | 42.8 | 68.5 | |
| MIROBackbone=ResNet-50, Pre-training=ImageNet, Source Domain=true, Domain Description=false2023.07 | 85.4 | 79 | 70.5 | 44.3 | 69.8 | |
| RSCBackbone=ResNet-50, Pre-training=ImageNet, Source Domain=true, Domain Description=false2023.07 | 85.2 | 77.1 | 65.5 | 38.9 | 66.7 | |
| GVRTBackbone=ResNet-50, Pre-training=ImageNet, Source Domain=true, Domain Description=false2023.07 | 85.1 | 79 | 70.1 | 44.1 | 69.6 | |
| MLDGBackbone=ResNet-50, Pre-training=ImageNet, Source Domain=true, Domain Description=false2023.07 | 84.9 | 77.2 | 66.8 | 41.2 | 67.5 | |
| DANNBackbone=ResNet-50, Pre-training=ImageNet, Source Domain=true, Domain Description=false2023.07 | 83.6 | 78.6 | 65.9 | 38.3 | 66.6 |