Base-to-novel Image Classification on FGVC Aircraft
55Base Accuracy2SFS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 2SFSVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 55 | 44.49 | 49.19 | |
| ManiPTProtocol=Base-to-novel generalization2026.02 | 48.28 | 39.87 | 43.68 | |
| LLaMPProtocol=Base-to-novel generalization2026.02 | 47.3 | 37.61 | 41.9 | |
| MMAVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 46.5 | 41.23 | 43.71 | |
| MMRL2026.05 | 46.3 | 37.03 | 41.15 | |
| MMRL + NeRPRefining Method=NeRP2026.05 | 46.3 | 37.67 | 41.54 | |
| SkipT2026.05 | 45.37 | 37.13 | 40.84 | |
| TACProtocol=Base-to-novel generalization2026.02 | 44.6 | 37.7 | 40.86 | |
| TAPProtocol=Base-to-novel generalization2026.02 | 44.4 | 36.5 | 40.06 | |
| PromptSRCProtocol=Base-to-novel generalization2026.02 | 42.73 | 37.87 | 40.15 | |
| PromptSRC2026.05 | 42.73 | 37.87 | 40.15 | |
| PromptSRC + NeRPRefining Method=NeRP2026.05 | 42.73 | 38.07 | 40.27 | |
| MMA2026.05 | 40.57 | 36.33 | 38.33 | |
| MMA + NeRPRefining Method=NeRP2026.05 | 40.57 | 36.63 | 38.5 | |
| CoOpProtocol=Base-to-novel generalization2026.02 | 40.44 | 22.3 | 28.75 | |
| CoOp2026.05 | 40.44 | 22.3 | 28.75 | |
| CoPromptProtocol=Base-to-novel generalization2026.02 | 40.2 | 39.33 | 39.76 | |
| CoPrompt2026.05 | 40.2 | 39.33 | 39.76 | |
| CLIPVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 37.52 | 44.21 | 40.59 | |
| MaPLeProtocol=Base-to-novel generalization2026.02 | 37.44 | 35.61 | 36.5 | |
| MaPLe2026.05 | 37.44 | 35.61 | 36.5 | |
| CoCoOpProtocol=Base-to-novel generalization2026.02 | 33.41 | 23.71 | 27.74 | |
| CoCoOp2026.05 | 33.41 | 23.71 | 27.74 | |
| CoCoOp + NeRPRefining Method=NeRP2026.05 | 33.41 | 26.83 | 29.76 | |
| CLIPProtocol=Zero-shot2026.02 | 27.19 | 36.29 | 31.09 |