Domain Generalization on ImageNet-sketch (test)
0.4897Leaf AccuracyMaPLe
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MaPLeEncoder=ViT B16, K-shot=16, w/ ProTeCt=false2023.06 | 0.4897 | 1.58 | 0.4337 | |
| MaPLeEncoder=ViT B16, K-shot=4, w/ ProTeCt=false2023.06 | 0.482 | 2.45 | 0.5331 | |
| CoOpEncoder=ViT B16, K-shot=16, w/ ProTeCt=false2023.06 | 0.4782 | 1.39 | 0.3858 | |
| MaPLeEncoder=ViT B16, K-shot=8, w/ ProTeCt=false2023.06 | 0.4755 | 1.66 | 0.4526 | |
| MaPLeEncoder=ViT B16, K-shot=16, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.4747 | 17.77 | 0.8252 | |
| MaPLeEncoder=ViT B16, K-shot=4, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.4723 | 14.95 | 0.8167 | |
| CoOpEncoder=ViT B16, K-shot=8, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.4691 | 19.71 | 0.8211 | |
| MaPLeEncoder=ViT B16, K-shot=2, w/ ProTeCt=false2023.06 | 0.4686 | 1.01 | 0.4255 | |
| CoOpEncoder=ViT B16, K-shot=16, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.468 | 20.73 | 0.826 | |
| MaPLeEncoder=ViT B16, K-shot=1, w/ ProTeCt=false2023.06 | 0.4679 | 1.7 | 0.4526 | |
| MaPLeEncoder=ViT B16, K-shot=8, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.466 | 15.31 | 0.8204 | |
| CoOpEncoder=ViT B16, K-shot=4, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.4653 | 17.69 | 0.8207 | |
| MaPLeEncoder=ViT B16, K-shot=2, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.4595 | 13.32 | 0.8087 | |
| CoOpEncoder=ViT B16, K-shot=8, w/ ProTeCt=false2023.06 | 0.4593 | 2.1 | 0.4256 | |
| CoOpEncoder=ViT B16, K-shot=2, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.454 | 15.49 | 0.8082 | |
| MaPLeEncoder=ViT B16, K-shot=1, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.4492 | 11.24 | 0.7994 | |
| CoOpEncoder=ViT B16, K-shot=1, w/ ProTeCt=true, lambda=1, beta=0.12023.06 | 0.4475 | 13.88 | 0.8064 | |
| CoOpEncoder=ViT B16, K-shot=4, w/ ProTeCt=false2023.06 | 0.446 | 1.41 | 0.3652 | |
| CoOpEncoder=ViT B16, K-shot=2, w/ ProTeCt=false2023.06 | 0.4217 | 0.96 | 0.3601 | |
| CoOpEncoder=ViT B16, K-shot=1, w/ ProTeCt=false2023.06 | 0.4138 | 1.11 | 0.3361 |