ECG Interpretation on PTB-XL Super
75.2AUCEVL-ECG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EVL-ECGcategory=Domain-specific VLMs/KD Methods2026.05 | 75.2 | 63.3 | 16 | |
| SFTcategory=Domain-specific VLMs/KD Methods2026.05 | 74.6 | 62.8 | 16.3 | |
| EM-KDcategory=Domain-specific VLMs/KD Methods2026.05 | 74.3 | 62.9 | 16.4 | |
| ULDcategory=Domain-specific VLMs/KD Methods2026.05 | 73.4 | 61.7 | 16.9 | |
| DSKDcategory=Domain-specific VLMs/KD Methods2026.05 | 73 | 60.3 | 18.8 | |
| MultiLevelOTcategory=Domain-specific VLMs/KD Methods2026.05 | 72.3 | 59.4 | 17.1 | |
| ECG-GPTcategory=Domain-specific VLMs/KD Methods2026.05 | 69.5 | 53.9 | 20.1 | |
| GPT-4ocategory=Proprietary VLMs2026.05 | 55.6 | 28.3 | 26.2 | |
| Claude 3.5 Sonnetcategory=Proprietary VLMs2026.05 | 54 | 27.5 | 29.6 | |
| Gemini 1.5 Procategory=Proprietary VLMs2026.05 | 50.7 | 15.3 | 27.9 | |
| Randomcategory=Baseline2026.05 | 50.3 | 33.2 | 50.1 | |
| LLaVA-1.6-34Bcategory=Open-source VLMs2026.05 | 50.2 | 19.9 | 36 | |
| LLaVA-Medcategory=Open-source VLMs2026.05 | 50 | 12.3 | 28.1 | |
| LLaVA-1.6-Vicuna-13Bcategory=Open-source VLMs2026.05 | 50 | 20.1 | 38.3 | |
| LLaVA-OneVision-7Bcategory=Open-source VLMs2026.05 | 49.8 | 11.4 | 34.5 |