Fine-Grained Visual Categorization on Cars-196
97.1AccuracyReFine-RFT-CoT
Evaluation Results
| Method | Links | |
|---|---|---|
| ReFine-RFT-CoTFT Methods=RFT, FT Types=Lora2026.01 | 97.1 | |
| Visual-RFTFT Methods=RFT, FT Types=Lora2026.01 | 95.7 | |
| Visual-RFTFT Methods=RFT, FT Types=Fully-FT2026.01 | 95.3 | |
| ReFine-RFT-AOFT Methods=RFT, FT Types=Lora2026.01 | 93.1 | |
| Finedefics-8BFT Methods=SFT, FT Types=Fully-FT2026.01 | 84.7 | |
| SFT-AOFT Methods=SFT, FT Types=Lora2026.01 | 80 | |
| Qwen2-VL-2BFT Methods=Zero-shot, FT Types=-2026.01 | 56.8 | |
| SFT-CoTFT Methods=SFT, FT Types=Lora2026.01 | 52.3 | |
| SFT-AOFT Methods=SFT, FT Types=Fully-FT2026.01 | 40.5 |