ECG classification on PTB-XL Rhythm
90.67PrecisionCardioThink-SSPO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CardioThink-SSPOPhase=SSPO2026.05 | 90.67 | 90.11 | 90.39 | |
| CardioThink-SFTPhase=SFT2026.05 | 89.85 | 88.78 | 89.31 | |
| GEMCategory=Generative Models based on MLLM2026.05 | 83.29 | 83.29 | 83.29 | |
| PLUSECategory=Generative Models based on MLLM2026.05 | 73.6 | 74.54 | 74.07 | |
| ECG-ChatCategory=Generative Models based on MLLM2026.05 | 54.76 | 40.02 | 43.39 | |
| MERLCategory=Pretrained Discriminative Models2026.05 | 47.15 | 47.15 | 51.78 | |
| QoQ-MedCategory=Generative Models based on MLLM2026.05 | 26.66 | 27.66 | 27.15 | |
| MELPCategory=Pretrained Discriminative Models2026.05 | 21.29 | 43.65 | 21.3 |