Hierarchical Classification on CIFAR-100 (base)
85.58LAPromptSRC + Alignment across Trees
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PromptSRC + Alignment across TreesBase Method=PromptSRC, Variant=+Ours2025.10 | 85.58 | 67.66 | 91.74 | |
| PromptSRC (Vanilla)Base Method=PromptSRC, Variant=Vanilla2025.10 | 85.43 | 14.06 | 63.56 | |
| PromptSRC + ProTeCtBase Method=PromptSRC, Variant=+ProTeCt2025.10 | 85.36 | 64.76 | 91.19 | |
| PromptSRC + Alignment across TreesBase Method=PromptSRC, Variant=+Ours2025.10 | 82.85 | 50.37 | 85.37 | |
| PromptSRC (Vanilla)Base Method=PromptSRC, Variant=Vanilla2025.10 | 82.77 | 14.39 | 59.31 | |
| MaPLe + Alignment across TreesBase Method=MaPLe, Variant=+Ours2025.10 | 82.76 | 66.42 | 91.01 | |
| MaPLe + ProTeCtBase Method=MaPLe, Variant=+ProTeCt2025.10 | 82.66 | 61.84 | 89.65 | |
| MaPLe (Vanilla)Base Method=MaPLe, Variant=Vanilla2025.10 | 82.6 | 9.94 | 61.46 | |
| PromptSRC + ProTeCtBase Method=PromptSRC, Variant=+ProTeCt2025.10 | 81.91 | 49.47 | 84.88 | |
| MaPLe + Alignment across TreesBase Method=MaPLe, Variant=+Ours2025.10 | 79.2 | 51.1 | 86.3 | |
| MaPLe (Vanilla)Base Method=MaPLe, Variant=Vanilla2025.10 | 79.05 | 8.17 | 55.54 | |
| MaPLe + ProTeCtBase Method=MaPLe, Variant=+ProTeCt2025.10 | 78.4 | 45.4 | 82.93 | |
| PromptSRC + Alignment across TreesBase Method=PromptSRC, Variant=+Ours2025.10 | 74.89 | 42.87 | 81.72 | |
| PromptSRC (Vanilla)Base Method=PromptSRC, Variant=Vanilla2025.10 | 74.86 | 11.95 | 55.41 | |
| PromptSRC + ProTeCtBase Method=PromptSRC, Variant=+ProTeCt2025.10 | 73.82 | 42.36 | 80.53 | |
| MaPLe + Alignment across TreesBase Method=MaPLe, Variant=+Ours2025.10 | 72.52 | 45.79 | 81.84 | |
| MaPLe (Vanilla)Base Method=MaPLe, Variant=Vanilla2025.10 | 71.45 | 7 | 54.14 | |
| MaPLe + ProTeCtBase Method=MaPLe, Variant=+ProTeCt2025.10 | 70.03 | 39.37 | 77.34 |