Binary disease diagnosis on NIH-Google OOD
88.9Macro AccuracyCSRL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CSRL2026.05 | 88.9 | 68.2 | |
| InternVL3.5-38B-Instruct2026.05 | 87.9 | 47.8 | |
| Best Tool per Pathology2026.05 | 86.6 | 67.4 | |
| Hulu-Med-Flash-Preview-27B2026.05 | 85.4 | 66.6 | |
| Logistic Regression2026.05 | 85.3 | 64.9 | |
| Gemini-3.1-Pro-Preview2026.05 | 84.9 | 67 | |
| HuatuoGPT-Vision-7B2026.05 | 84.7 | 53.5 | |
| GPT-4o2026.05 | 84.5 | 50.9 | |
| Majority Voting (tie → neg)2026.05 | 83 | 63.4 | |
| Qwen2.5-VL-7B-Instruct2026.05 | 79.3 | 37.8 | |
| Qwen2.5-VL-72B-Instruct2026.05 | 78.5 | 42.9 | |
| CheXzero2026.05 | 78.1 | 61.4 | |
| MedGemma-27B-IT2026.05 | 77.7 | 61.5 | |
| DenseNet-MIMIC2026.05 | 77.4 | 49.1 | |
| Claude-Sonnet-4.62026.05 | 75.4 | 52.3 | |
| CheXagent-8B2026.05 | 74.6 | 61.4 | |
| Majority Voting (tie → pos)2026.05 | 73.1 | 58.6 | |
| Lingshu-7B2026.05 | 72.3 | 59.7 | |
| DenseNet-CheX2026.05 | 70.2 | 52.2 | |
| MedKLIP2026.05 | 67.7 | 56.5 | |
| DenseNet-NIH2026.05 | 61.1 | 50 |