Echocardiographic diagnosis on CardiacNet-PAH (test)
68AccuracyCardiacMind
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CardiacMindClinical Reasoning Trajectories (CRT)=true, Template-guided Reasoning Rectification (TRR)=true2026.01 | 68 | 78 | |
| CardiacMindClinical Reasoning Trajectories (CRT)=true2026.01 | 67 | 79 | |
| Lingshu-GRPOGRPO tuning=true, Tuned on training set=true2026.01 | 66 | 78 | |
| LingshuOfficial Checkpoints=true2026.01 | 65 | 77 | |
| Chiron-o1Official Checkpoints=true2026.01 | 47 | 58 | |
| Med-RwROfficial Checkpoints=true2026.01 | 47 | 50 | |
| EchoPrimeOfficial Checkpoints=true2026.01 | 46 | 42 | |
| HuatuoGPT-VisionOfficial Checkpoints=true2026.01 | 40 | 32 | |
| MedGemmaOfficial Checkpoints=true2026.01 | 37 | 31 | |
| MedVLM-R1Official Checkpoints=true2026.01 | 36 | 42 | |
| PanEchoTuned on training set=true2026.01 | 31 | 7 | |
| Qwen2.5-VLOfficial Checkpoints=true2026.01 | 31 | 3 | |
| Qwen2.5-VL-ICLIn-Context Learning=true, Retrieved CRT as input=true2026.01 | 31 | 5 | |
| Qwen2.5-VL-GRPOGRPO tuning=true, Tuned on training set=true2026.01 | 31 | 4 | |
| R1-VLTuned on training set=true2026.01 | 31 | 4 | |
| Qwen2.5-VL-SFTSupervised finetuning=true, Tuned on training set=true2026.01 | 30 | 1 |