Hierarchical Classification on SUN (base)
83.4Leaf Accuracy (LA)PromptSRC + Alignment across Trees
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PromptSRC + Alignment across TreesBase Method=PromptSRC, Variant=+Ours2025.10 | 83.4 | 73.11 | 89.02 | |
| Alignment across TreesBase Method=PromptSRC2025.10 | 83.4 | 73.11 | 89.02 | |
| MaPLe + Alignment across TreesBase Method=MaPLe, Variant=+Ours2025.10 | 82.79 | 73.38 | 88.85 | |
| Alignment across TreesBase Method=MaPLe2025.10 | 82.79 | 73.38 | 88.85 | |
| PromptSRC + ProTeCtBase Method=PromptSRC, Variant=+ProTeCt2025.10 | 82.36 | 66.86 | 86.67 | |
| ProTeCtBase Method=PromptSRC2025.10 | 82.36 | 66.86 | 86.67 | |
| PromptSRC (Vanilla)Base Method=PromptSRC, Variant=Vanilla2025.10 | 82.3 | 51.77 | 68.89 | |
| PromptSRCVariant=Vanilla2025.10 | 82.3 | 51.77 | 68.89 | |
| MaPLe + ProTeCtBase Method=MaPLe, Variant=+ProTeCt2025.10 | 81.77 | 64.27 | 85.3 | |
| ProTeCtBase Method=MaPLe2025.10 | 81.77 | 64.27 | 85.3 | |
| PromptSRC + Alignment across TreesBase Method=PromptSRC, Variant=+Ours2025.10 | 80.99 | 65.36 | 85.83 | |
| MaPLe (Vanilla)Base Method=MaPLe, Variant=Vanilla2025.10 | 80.77 | 38.51 | 65.23 | |
| MaPLeVariant=Vanilla2025.10 | 80.77 | 38.51 | 65.23 | |
| PromptSRC (Vanilla)Base Method=PromptSRC, Variant=Vanilla2025.10 | 80.58 | 49.94 | 67.24 | |
| PromptSRC + ProTeCtBase Method=PromptSRC, Variant=+ProTeCt2025.10 | 80.33 | 62.57 | 84.67 | |
| MaPLe + Alignment across TreesBase Method=MaPLe, Variant=+Ours2025.10 | 79.85 | 63.67 | 84.87 | |
| MaPLe + ProTeCtBase Method=MaPLe, Variant=+ProTeCt2025.10 | 79.14 | 59.52 | 83.15 | |
| MaPLe (Vanilla)Base Method=MaPLe, Variant=Vanilla2025.10 | 78.76 | 38.06 | 63.37 |