Fine-grained Image Classification on Cars (Base/Novel/Harmonic Mean)
92.7Base AccuracyToolFG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ToolFGZero-shot=true, Training=mixed-dataset training2026.06 | 92.7 | 96.8 | 94.7 | |
| PromptSRCZero-shot=true, Training=mixed-dataset training2026.06 | 75.2 | 74.7 | 74.9 | |
| MaPLeZero-shot=true, Training=mixed-dataset training2026.06 | 72.7 | 72.4 | 72.5 | |
| DiVE-kZero-shot=true, Training=mixed-dataset training2026.06 | 68.5 | 78.5 | 73.1 | |
| Fine-R1Zero-shot=true, Training=mixed-dataset training2026.06 | 64 | 76 | 69.5 | |
| ViRFTZero-shot=true, Training=mixed-dataset training2026.06 | 63.7 | 76.6 | 69.6 | |
| Qwen2.5-VL-7BZero-shot=true, Training=mixed-dataset training2026.06 | 58.9 | 72.9 | 65.1 |