Taxonomic Open Set Classification on ImageNet
71.67Leaf AccuracyPromptSRC + Alignment across Trees
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PromptSRC + Alignment across TreesK-Shot=162025.10 | 71.67 | 42.26 | 89.64 | |
| PromptSRCK-Shot=16, Variant=Vanilla2025.10 | 71.5 | 2.48 | 46.71 | |
| MaPLe + Alignment across TreesK-Shot=162025.10 | 71.41 | 43.79 | 88.78 | |
| CoOpadaptation_mode=few-shot prompt tuning2023.06 | 71.23 | 2.99 | 46.98 | |
| PromptSRC + ProTeCtK-Shot=162025.10 | 70.98 | 32.89 | 88.31 | |
| MaPLeadaptation_mode=few-shot prompt tuning2023.06 | 70.7 | 4.15 | 48.29 | |
| MaPLeK-Shot=16, Variant=Vanilla2025.10 | 70.7 | 4.15 | 48.16 | |
| MaPLe + ProTeCtK-Shot=162025.10 | 69.52 | 31.24 | 87.87 | |
| MaPLeK-Shot=1, Variant=Vanilla2025.10 | 68.91 | 2.97 | 48.16 | |
| PromptSRC + Alignment across TreesK-Shot=12025.10 | 68.86 | 25.13 | 86.45 | |
| PromptSRCK-Shot=1, Variant=Vanilla2025.10 | 68.82 | 4.46 | 54.1 | |
| PromptSRC + ProTeCtK-Shot=12025.10 | 68.43 | 21.58 | 85.63 | |
| CLIPadaptation_mode=zero-shot2023.06 | 68.36 | 3.32 | 48.21 | |
| MaPLe + Alignment across TreesK-Shot=12025.10 | 66.33 | 25.56 | 85.98 | |
| MaPLe + ProTeCtK-Shot=12025.10 | 66.16 | 20.44 | 85.18 |