Fine-grained Image Classification on Pets
97.6Base AccuracyToolFG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ToolFGZero-shot=true, Training=mixed-dataset training2026.06 | 97.6 | 98.6 | 98.1 | |
| PromptSRCZero-shot=true, Training=mixed-dataset training2026.06 | 94.7 | 96.4 | 95.5 | |
| MaPLeZero-shot=true, Training=mixed-dataset training2026.06 | 94.2 | 97.8 | 96 | |
| ViRFTZero-shot=true, Training=mixed-dataset training2026.06 | 90.2 | 91.6 | 90.9 | |
| DiVE-kZero-shot=true, Training=mixed-dataset training2026.06 | 87.8 | 94.7 | 91.1 | |
| Fine-R1Zero-shot=true, Training=mixed-dataset training2026.06 | 87.8 | 94.2 | 90.9 | |
| Qwen2.5-VL-7BZero-shot=true, Training=mixed-dataset training2026.06 | 87.5 | 93.3 | 90.3 |