Morphological Perception and Recognition on MorphoPercept-Bench
91.2NESingpath-VL
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Singpath-VL2026.02 | 91.2 | 95.7 | 90.8 | 96.1 | 75.2 | 94.1 | 98 | 78.7 | 80.8 | 89 | |
| Inter-rater agreement2026.02 | 72.4 | 72.2 | 72.3 | 96.2 | 63.6 | 91.4 | 95.8 | 81.4 | 58.6 | 78.2 | |
| Qwen3-VL-4Bzero-shot=true, model_parameters=4B2026.02 | 44.5 | 66.7 | 37.9 | 65.2 | 19.9 | 73.9 | 60.6 | 53.6 | 55.8 | 53.1 | |
| InternVL-3.5-38Bzero-shot=true, model_parameters=38B2026.02 | 43.1 | 40.5 | 45.1 | 17.9 | 68 | 27.5 | 77.3 | 58 | 72.7 | 50 | |
| Medgemma-27Bzero-shot=true, model_parameters=27B2026.02 | 42.8 | 39.9 | 37.9 | 19.9 | 46.2 | 65.9 | 57.9 | 51.3 | 11 | 41.4 | |
| Baichuan-Omni-1.5zero-shot=true, model_parameters=1.52026.02 | 40.8 | 37.6 | 41 | 15.2 | 11.2 | 2.9 | 32.7 | 52.7 | 4.5 | 26.5 |