Domain Generalization on ImageNet v2 (test)
64.15Leaf AccuracyMaPLe
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MaPLeEncoder=ViT B16, K-shot=16, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 64.15 | 1.97 | 45.93 | |
| CoOpEncoder=ViT B16, K-shot=16, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 64.01 | 2.31 | 43.74 | |
| MaPLeEncoder=ViT B16, K-shot=4, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 63.45 | 2.51 | 49.41 | |
| MaPLeEncoder=ViT B16, K-shot=16, w/ ProTeCt=true, λ=1, β=0.12023.06 | 62.77 | 27.86 | 86.14 | |
| MaPLeEncoder=ViT B16, K-shot=8, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 62.76 | 1.99 | 43.98 | |
| CoOpEncoder=ViT B16, K-shot=16, w/ ProTeCt=true, λ=1, β=0.12023.06 | 62.6 | 32.84 | 86.66 | |
| CoOpEncoder=ViT B16, K-shot=8, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 62.2 | 2.62 | 43.3 | |
| CoOpEncoder=ViT B16, K-shot=8, w/ ProTeCt=true, λ=1, β=0.12023.06 | 62.15 | 30.65 | 85.84 | |
| MaPLeEncoder=ViT B16, K-shot=4, w/ ProTeCt=true, λ=1, β=0.12023.06 | 61.89 | 22.92 | 85.17 | |
| MaPLeEncoder=ViT B16, K-shot=1, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 61.78 | 2.18 | 45.5 | |
| MaPLeEncoder=ViT B16, K-shot=2, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 61.75 | 2.81 | 45.92 | |
| CoOpEncoder=ViT B16, K-shot=4, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 61.51 | 2.48 | 40.68 | |
| MaPLeEncoder=ViT B16, K-shot=8, w/ ProTeCt=true, λ=1, β=0.12023.06 | 61.42 | 23.45 | 85.51 | |
| CoOpEncoder=ViT B16, K-shot=4, w/ ProTeCt=true, λ=1, β=0.12023.06 | 61.24 | 26.85 | 85.52 | |
| MaPLeEncoder=ViT B16, K-shot=2, w/ ProTeCt=true, λ=1, β=0.12023.06 | 60.43 | 20.1 | 84.23 | |
| CoOpEncoder=ViT B16, K-shot=2, w/ ProTeCt=true, λ=1, β=0.12023.06 | 60.42 | 23.22 | 84.38 | |
| CoOpEncoder=ViT B16, K-shot=1, w/ ProTeCt=true, λ=1, β=0.12023.06 | 60.16 | 22.95 | 84.38 | |
| MaPLeEncoder=ViT B16, K-shot=1, w/ ProTeCt=true, λ=1, β=0.12023.06 | 59.14 | 17.89 | 83.27 | |
| CoOpEncoder=ViT B16, K-shot=2, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 58.68 | 1.35 | 42.84 | |
| CoOpEncoder=ViT B16, K-shot=1, w/ ProTeCt=false, λ=N/A, β=N/A2023.06 | 56.43 | 1.51 | 38.27 |