Echocardiographic diagnosis on EchoComplex (test)
84AccuracyCardiacMind
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CardiacMindClinical Reasoning Trajectories (CRT)=true, Template-guided Reasoning Rectification (TRR)=true2026.01 | 84 | 82 | 4.48 | |
| CardiacMindClinical Reasoning Trajectories (CRT)=true2026.01 | 83 | 81 | 4.4 | |
| Qwen2.5-VL-GRPOGRPO tuning=true, Tuned on training set=true2026.01 | 80 | 77 | 3.69 | |
| Lingshu-GRPOGRPO tuning=true, Tuned on training set=true2026.01 | 78 | 79 | 3.07 | |
| Qwen2.5-VL-SFTSupervised finetuning=true, Tuned on training set=true2026.01 | 76 | 69 | — | |
| R1-VLTuned on training set=true2026.01 | 72 | 68 | 3.01 | |
| EchoPrimeOfficial Checkpoints=true2026.01 | 58 | 66 | — | |
| Qwen2.5-VL-ICLIn-Context Learning=true, Retrieved CRT as input=true2026.01 | 57 | 46 | 4.02 | |
| LingshuOfficial Checkpoints=true2026.01 | 56 | 51 | 3.11 | |
| HuatuoGPT-VisionOfficial Checkpoints=true2026.01 | 54 | 46 | 2.17 | |
| MedGemmaOfficial Checkpoints=true2026.01 | 53 | 46 | 3.2 | |
| Chiron-o1Official Checkpoints=true2026.01 | 53 | 44 | 2.76 | |
| PanEchoTuned on training set=true2026.01 | 52 | 10 | — | |
| Qwen2.5-VLOfficial Checkpoints=true2026.01 | 49 | 15 | 3.09 | |
| Med-RwROfficial Checkpoints=true2026.01 | 49 | 48 | 3 | |
| MedVLM-R1Official Checkpoints=true2026.01 | 47 | 43 | 1.48 |