Image Classification on Flower102 (Accuracy)
99AccuracyGalLoP+Ours
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GalLoP+OursShots=42026.05 | 99 | — | |
| GalLoPShots=42026.05 | 98.8 | — | |
| PromptSRC+OursShots=42026.05 | 97.9 | — | |
| PLOTShots=42026.05 | 97.6 | — | |
| PromptSRCShots=42026.05 | 97.6 | — | |
| TCP+OursShots=42026.05 | 97.3 | — | |
| CoOpShots=42026.05 | 97.1 | — | |
| MaPLeShots=42026.05 | 97 | — | |
| TCP*Shots=42026.05 | 96.9 | — | |
| ProDAShots=42026.05 | 96.8 | — | |
| LoCoOpShots=42026.05 | 96.3 | — | |
| CLIP-LoRA+OursShots=42026.05 | 95.1 | — | |
| CLIP-LoRAShots=42026.05 | 93.7 | — | |
| CoCoOpShots=42026.05 | 87.8 | — | |
| TIP-Adapter-F+OursShots=42026.05 | 85.1 | — | |
| TIP-Adapter-FShots=42026.05 | 83.8 | — | |
| CLIP-B/32Backbone=CLIP-B/32, Protocol=Zero-shot2026.06 | — | 66.67 | |
| OSTBProtocol=Final Ensemble2026.06 | — | 86.97 |