Image Classification on Flowers (Accuracy and F1 Score)
98.99AccuracyCIRCLES
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CIRCLESModel=Qwen2.5-VL-7B2026.03 | 98.99 | 99.04 | |
| MUIERModel=Qwen2.5-VL-7B2026.03 | 98.93 | 98.95 | |
| RICESModel=Qwen2.5-VL-7B2026.03 | 98.83 | 98.85 | |
| CIRCLESModel=Gemma3-12B2026.03 | 97.77 | 97.75 | |
| RICESModel=Gemma3-12B2026.03 | 96.44 | 96.29 | |
| MUIERModel=Gemma3-12B2026.03 | 96.42 | 96.28 | |
| CIRCLESModel=Qwen2.5-VL-3B2026.03 | 94.7 | 94.77 | |
| CIRCLESModel=Gemma3-4B2026.03 | 93.32 | 93.49 | |
| RICESModel=Qwen2.5-VL-3B2026.03 | 93.06 | 92.84 | |
| MUIERModel=Qwen2.5-VL-3B2026.03 | 93.06 | 92.83 | |
| RICESModel=Gemma3-4B2026.03 | 86.7 | 87.43 | |
| MUIERModel=Gemma3-4B2026.03 | 86.39 | 87.28 | |
| MMICESModel=Gemma3-12B2026.03 | 71.36 | 69.13 | |
| RandomModel=Gemma3-12B2026.03 | 71.28 | 71.56 | |
| NoneModel=Gemma3-12B2026.03 | 67.51 | 64.33 | |
| MMICESModel=Qwen2.5-VL-7B2026.03 | 49.15 | 47.62 | |
| RandomModel=Qwen2.5-VL-7B2026.03 | 47.15 | 49.74 | |
| NoneModel=Gemma3-4B2026.03 | 46.76 | 46.5 | |
| NoneModel=Qwen2.5-VL-7B2026.03 | 43.47 | 42.14 | |
| RandomModel=Qwen2.5-VL-3B2026.03 | 41.76 | 44.57 | |
| MMICESModel=Gemma3-4B2026.03 | 38.09 | 38.2 | |
| RandomModel=Gemma3-4B2026.03 | 37.01 | 39.51 | |
| MMICESModel=Qwen2.5-VL-3B2026.03 | 33.84 | 35.47 | |
| NoneModel=Qwen2.5-VL-3B2026.03 | 22.57 | 24.04 |