Image Classification on CUB (Accuracy and F1)
82.17AccuracyCIRCLES
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CIRCLESModel=Qwen2.5-VL-7B2026.03 | 82.17 | 82.13 | |
| RICESModel=Qwen2.5-VL-7B2026.03 | 82.15 | 81.91 | |
| MUIERModel=Qwen2.5-VL-7B2026.03 | 82.14 | 81.9 | |
| CIRCLESModel=Gemma3-12B2026.03 | 77.03 | 76.9 | |
| MUIERModel=Gemma3-12B2026.03 | 76.51 | 76.39 | |
| RICESModel=Gemma3-12B2026.03 | 76.37 | 76.25 | |
| CIRCLESModel=Qwen2.5-VL-3B2026.03 | 74.89 | 76.34 | |
| RICESModel=Qwen2.5-VL-3B2026.03 | 72.26 | 73.88 | |
| MUIERModel=Qwen2.5-VL-3B2026.03 | 72.25 | 73.87 | |
| CIRCLESModel=Gemma3-4B2026.03 | 71.97 | 72.39 | |
| RICESModel=Gemma3-4B2026.03 | 65.4 | 67.62 | |
| MUIERModel=Gemma3-4B2026.03 | 65.21 | 67.42 | |
| MMICESModel=Gemma3-12B2026.03 | 36.37 | 31.61 | |
| MMICESModel=Qwen2.5-VL-7B2026.03 | 34.57 | 29.72 | |
| NoneModel=Gemma3-12B2026.03 | 30.34 | 25.02 | |
| RandomModel=Gemma3-12B2026.03 | 29.27 | 25.82 | |
| RandomModel=Qwen2.5-VL-7B2026.03 | 26.27 | 24.42 | |
| MMICESModel=Qwen2.5-VL-3B2026.03 | 17.26 | 15.38 | |
| RandomModel=Qwen2.5-VL-3B2026.03 | 15.81 | 15.63 | |
| NoneModel=Qwen2.5-VL-7B2026.03 | 14.83 | 11.79 | |
| MMICESModel=Gemma3-4B2026.03 | 13.95 | 10.98 | |
| NoneModel=Gemma3-4B2026.03 | 10.56 | 8.19 | |
| RandomModel=Gemma3-4B2026.03 | 9.98 | 8.1 | |
| NoneModel=Qwen2.5-VL-3B2026.03 | 7.09 | 5.97 |