Fine-grained Classification on Food101 (Base/New Accuracy Protocol)
90.84Base AccuracyUNIGRAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UNIGRAMShots=162024.04 | 90.84 | 92.12 | 91.48 | |
| ProMetaRShots=162024.04 | 90.8 | 91.89 | 91.34 | |
| MaPLeBackbone=ViT-B/162023.12 | 90.71 | 92.05 | 91.38 | |
| MaPLeShots=162024.04 | 90.71 | 92.05 | 91.38 | |
| CoCoOpBackbone=ViT-B/162023.12 | 90.7 | 91.29 | 90.99 | |
| CoCoOpShots=162024.04 | 90.7 | 91.29 | 90.99 | |
| PromptSRCShots=162024.04 | 90.67 | 91.53 | 91.1 | |
| IVLPShots=162024.04 | 90.53 | 91.66 | 91.09 | |
| HPTBackbone=ViT-B/162023.12 | 90.46 | 91.57 | 91.01 | |
| RPOShots=162024.04 | 90.33 | 90.83 | 90.58 | |
| CLIPBackbone=ViT-B/162023.12 | 90.1 | 91.22 | 90.66 | |
| CLIPShots=Zero-shot2024.04 | 90.1 | 91.22 | 90.66 | |
| CoOpShots=162024.04 | 88.33 | 82.26 | 85.19 |