Domain Generalization on DOSCO 2k (test)
32.4Accuracy (Air)CoOp
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CoOpBackbone=ViT-B/162022.03 | 32.4 | 72.4 | 94.7 | 73.2 | 72.1 | 90.1 | 78.2 | 73.3 | |
| CoCoOpBackbone=ViT-B/162022.03 | 30.4 | 68.7 | 94.8 | 73.5 | 73.6 | 91.6 | 76.3 | 72.7 | |
| CoOpBackbone=ResNet-1012022.03 | 24.6 | 68.2 | 92 | 68.3 | 65.4 | 88.2 | 72.7 | 68.5 | |
| CLIPBackbone=ViT-B/16, Mode=zero-shot2022.03 | 24.4 | 64.9 | 92.6 | 67.5 | 67.9 | 87.4 | 66.1 | 67.2 | |
| CoOpBackbone=ViT-B/322022.03 | 24 | 63 | 93.6 | 67.3 | 65.7 | 88.5 | 74.5 | 68.1 | |
| CoCoOpBackbone=ResNet-1012022.03 | 22.5 | 65.2 | 93.3 | 69.9 | 67.5 | 88.6 | 71.5 | 68.4 | |
| CoOpBackbone=ResNet-502022.03 | 22.1 | 60.7 | 89.4 | 66.3 | 61.6 | 83.8 | 69.2 | 64.7 | |
| CoCoOpBackbone=ResNet-502022.03 | 20.1 | 59.8 | 90.4 | 67.9 | 63.8 | 87.6 | 69.1 | 65.5 | |
| CoCoOpBackbone=ViT-B/322022.03 | 19.5 | 60.4 | 93.8 | 69.8 | 67.3 | 88.5 | 72.7 | 67.4 | |
| CLIPBackbone=ViT-B/32, Mode=zero-shot2022.03 | 18.2 | 60.1 | 91.6 | 61.3 | 61.8 | 85.5 | 61.3 | 62.8 | |
| CLIPBackbone=ResNet-101, Mode=zero-shot2022.03 | 17.5 | 63.2 | 89.5 | 62.4 | 62.2 | 84.2 | 61.3 | 62.9 | |
| CLIPBackbone=ResNet-50, Mode=zero-shot2022.03 | 16.1 | 56.1 | 86.7 | 62.7 | 59.7 | 84 | 60.6 | 60.9 |