Cervical Cytology Classification on CytoCell-Bench
100NILM AccuracyEfficientNet B0
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EfficientNet B0Training=Supervised2026.02 | 100 | 69.6 | 73.1 | 73.5 | 79.4 | 89.3 | 80.8 | |
| Singpath-VL2026.02 | 100 | 75.1 | 71.8 | 77.2 | 73.5 | 83.8 | 80.2 | |
| InternVL-3.5-38BZero-shot=true2026.02 | 7.3 | 2.7 | 25.5 | 4.2 | 61.3 | 8.7 | 18.3 | |
| Baichuan-Omni-1.5Zero-shot=true2026.02 | 0.1 | 3.2 | 0.1 | 66 | 22.1 | 7.1 | 16.4 | |
| Qwen3-VL-4BZero-shot=true2026.02 | 0 | 0.2 | 0 | 99.7 | 0 | 0 | 16.7 | |
| Medgemma-27BZero-shot=true2026.02 | 0 | 0 | 0 | 0 | 100 | 0 | 16.7 |