ECG Interpretation on CODE 15%
86.4AUCEVL-ECG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EVL-ECGcategory=Domain-specific VLMs/KD Methods2026.05 | 86.4 | 78.4 | 6.5 | |
| MultiLevelOTcategory=Domain-specific VLMs/KD Methods2026.05 | 85.6 | 74.7 | 7.4 | |
| SFTcategory=Domain-specific VLMs/KD Methods2026.05 | 85 | 76.7 | 7 | |
| EM-KDcategory=Domain-specific VLMs/KD Methods2026.05 | 84.9 | 77.4 | 6.8 | |
| ULDcategory=Domain-specific VLMs/KD Methods2026.05 | 84.3 | 76.4 | 7.2 | |
| DSKDcategory=Domain-specific VLMs/KD Methods2026.05 | 80.8 | 75.4 | 8 | |
| LLaVA-Medcategory=Open-source VLMs2026.05 | 69.2 | 27 | 33.4 | |
| ECG-GPTcategory=Domain-specific VLMs/KD Methods2026.05 | 68.9 | 40.1 | 17.4 | |
| GPT-4ocategory=Proprietary VLMs2026.05 | 59.9 | 24.9 | 15.7 | |
| LLaVA-OneVision-7Bcategory=Open-source VLMs2026.05 | 58.7 | 17 | 20.6 | |
| Claude 3.5 Sonnetcategory=Proprietary VLMs2026.05 | 58.3 | 20.3 | 17.8 | |
| LLaVA-1.6-34Bcategory=Open-source VLMs2026.05 | 57.2 | 12.8 | 16.6 | |
| Gemini 1.5 Procategory=Proprietary VLMs2026.05 | 56.7 | 20 | 15.9 | |
| LLaVA-1.6-Vicuna-13Bcategory=Open-source VLMs2026.05 | 53 | 3.6 | 16.6 | |
| Randomcategory=Baseline2026.05 | 48.8 | 15 | 32.1 |