Disease Classification on EchoGround-MIMIC (test)
86.5AUCEchoVLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EchoVLMZero-shot=true2025.12 | 86.5 | 34.2 | 86.2 | |
| EchoPrimeZero-shot=true, Number of frames=162025.12 | 82.8 | 29.7 | 93.8 | |
| EchoCLIPZero-shot=true2025.12 | 79.3 | 27.3 | 75.1 | |
| MetaCLIPZero-shot=true, Backbone=B/162025.12 | 79.1 | 21.5 | 84.3 | |
| SigLIP2Zero-shot=true, Backbone=B/162025.12 | 78.1 | 22.6 | 86 | |
| BiomedCLIPZero-shot=true2025.12 | 77.1 | 20.4 | 77.2 | |
| CLIPZero-shot=true, Backbone=B/162025.12 | 73.9 | 23.8 | 73.1 |