Domain Generalization on ImageNet Sketch, R, A V2
65.47Accuracy (V2)A3B2
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| A3B2Backbone=ViT-B/16, Shots=16-shot2026.05 | 65.47 | 49.13 | 76.91 | 51.75 | 60.81 | 72.52 | |
| MMABackbone=ViT-B/16, Shots=16-shot2026.05 | 65.23 | 48.09 | 75.43 | 48.07 | 59.21 | 72.45 | |
| MaPLeBackbone=ViT-B/16, Shots=16-shot2026.05 | 64.69 | 48.91 | 76.47 | 49.26 | 59.83 | 71.91 | |
| MMRL++Backbone=ViT-B/16, Shots=16-shot2026.05 | 64.61 | 48.95 | 76.52 | 48.69 | 59.69 | 71.97 | |
| CoOpBackbone=ViT-B/16, Shots=16-shot2026.05 | 64.52 | 49.02 | 76.69 | 51.29 | 60.38 | 71.3 | |
| MMRLBackbone=ViT-B/16, Shots=16-shot2026.05 | 64.35 | 48.7 | 76.4 | 48.82 | 59.57 | 72.1 | |
| KgCoOpBackbone=ViT-B/16, Shots=16-shot2026.05 | 64.33 | 48.97 | 76.6 | 51.41 | 60.33 | 71.12 | |
| TCPBackbone=ViT-B/16, Shots=16-shot2026.05 | 63.6 | 48.74 | 76.7 | 50.5 | 59.89 | 70.36 | |
| Linear Probe with PCA and FastICABackbone=ViT16, Number of shots=22024.02 | 40.66 | 26.67 | 49.69 | 31.48 | 37.13 | — | |
| Linear Probe with FastICABackbone=ViT16, Number of shots=22024.02 | 39.38 | 22.55 | 45.33 | 30.47 | 34.43 | — | |
| Linear ProbeBackbone=ViT16, Number of shots=22024.02 | 38.11 | 22.06 | 43.86 | 25.99 | 32.51 | — | |
| Linear Probe with FastICABackbone=ViT32, Number of shots=22024.02 | 33.97 | 16.54 | 34.79 | 15.72 | 25.26 | — | |
| Linear Probe with PCA and FastICABackbone=RN101, Number of shots=22024.02 | 33.58 | 17.93 | 35.48 | 14.2 | 25.29 | — | |
| Linear Probe with PCA and FastICABackbone=ViT32, Number of shots=22024.02 | 33.44 | 19.02 | 36.98 | 14.69 | 26.03 | — | |
| Linear Probe with FastICABackbone=RN101, Number of shots=22024.02 | 33.15 | 13.49 | 30.29 | 14.77 | 22.93 | — | |
| Linear ProbeBackbone=ViT32, Number of shots=22024.02 | 32 | 16.17 | 33.67 | 12.88 | 23.68 | — | |
| Linear ProbeBackbone=RN101, Number of shots=22024.02 | 31.45 | 13.71 | 31.09 | 11.85 | 20.03 | — | |
| Linear Probe with FastICABackbone=RN50, Number of shots=22024.02 | 28.74 | 8.37 | 21.72 | 10.15 | 17.25 | — | |
| Linear Probe with PCA and FastICABackbone=RN50, Number of shots=22024.02 | 28.68 | 11.55 | 25.57 | 10.15 | 18.99 | — | |
| Linear ProbeBackbone=RN50, Number of shots=22024.02 | 26.48 | 8.41 | 20.74 | 7.44 | 15.77 | — |