Fine-grained classification on FGVCAircraft Base-to-New
42.68Base AccuracyHPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HPTBackbone=ViT-B/162023.12 | 42.68 | 38.13 | 40.28 | |
| CoOpBackbone=ViT-B/16, Shots=16, Context Length=4, Prompting=Static2022.03 | 40.44 | 22.3 | 28.75 | |
| CoOp2022.12 | 40.44 | 22.3 | 28.75 | |
| CoOpshots=162024.02 | 40.44 | 22.3 | 28.75 | |
| CoOpShots=162024.02 | 40.44 | 22.3 | 28.75 | |
| MetaPrompt2022.12 | 40.14 | 36.51 | 38.24 | |
| MaPLe2022.12 | 37.44 | 35.61 | 36.5 | |
| MaPLeBackbone=ViT-B/162023.12 | 37.44 | 35.61 | 36.5 | |
| MaPLeshots=162024.02 | 37.44 | 35.61 | 36.5 | |
| MaPLeShots=162024.02 | 37.44 | 35.61 | 36.5 | |
| Any-shift Promptingshots=162024.02 | 37.1 | 35.7 | 36.39 | |
| Any-shift PromptingShots=162024.02 | 37.1 | 35.7 | 36.39 | |
| BPLshots=162024.02 | 35 | — | — | |
| CoCoOpBackbone=ViT-B/16, Shots=16, Context Length=4, Prompting=Dynamic/Conditional2022.03 | 33.41 | 23.71 | 27.74 | |
| CoCoOp2022.12 | 33.41 | 23.71 | 27.74 | |
| CoCoOpBackbone=ViT-B/162023.12 | 33.41 | 23.71 | 27.74 | |
| CoCoOpshots=162024.02 | 33.41 | 23.71 | 27.74 | |
| CoCoOpShots=162024.02 | 33.41 | 23.71 | 27.74 | |
| CLIPBackbone=ViT-B/16, Shots=0 (zero-shot), Prompting=Manual2022.03 | 27.19 | 36.29 | 31.09 | |
| CLIP2022.12 | 27.19 | 36.29 | 31.09 | |
| CLIPBackbone=ViT-B/162023.12 | 27.19 | 36.29 | 31.09 | |
| CLIPshots=162024.02 | 27.19 | 36.29 | 31.09 | |
| CLIPShots=162024.02 | 27.19 | 36.29 | 31.09 | |
| BPLShots=162024.02 | — | 35 | — |