Echocardiographic diagnosis on CardiacNet-ASD (test)
57AccuracyR1-VL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| R1-VLTuned on training set=true2026.01 | 57 | 20 | |
| PanEchoTuned on training set=true2026.01 | 56 | 9 | |
| Qwen2.5-VL-GRPOGRPO tuning=true, Tuned on training set=true2026.01 | 55 | 27 | |
| MedGemmaOfficial Checkpoints=true2026.01 | 54 | 57 | |
| Qwen2.5-VLOfficial Checkpoints=true2026.01 | 53 | 44 | |
| Qwen2.5-VL-ICLIn-Context Learning=true, Retrieved CRT as input=true2026.01 | 53 | 45 | |
| HuatuoGPT-VisionOfficial Checkpoints=true2026.01 | 53 | 31 | |
| Med-RwROfficial Checkpoints=true2026.01 | 52 | 56 | |
| CardiacMindClinical Reasoning Trajectories (CRT)=true, Template-guided Reasoning Rectification (TRR)=true2026.01 | 49 | 59 | |
| CardiacMindClinical Reasoning Trajectories (CRT)=true2026.01 | 48 | 59 | |
| LingshuOfficial Checkpoints=true2026.01 | 45 | 40 | |
| MedVLM-R1Official Checkpoints=true2026.01 | 44 | 41 | |
| EchoPrimeOfficial Checkpoints=true2026.01 | 43 | 57 | |
| Qwen2.5-VL-SFTSupervised finetuning=true, Tuned on training set=true2026.01 | 42 | 59 | |
| Lingshu-GRPOGRPO tuning=true, Tuned on training set=true2026.01 | 42 | 57 | |
| Chiron-o1Official Checkpoints=true2026.01 | 40 | 34 |