notesum.ai
Published at November 22De-biased Multimodal Electrocardiogram Analysis
cs.CL
Released Date: November 22, 2024
Authors: Haitao Li1, Ziyu Li1, Yiheng Mao1, Ziyi Liu2, Zhoujian Sun3, Zhengxing Huang1
Aff.: 1Zhejiang University; 2Transtek Medical Electronics Co., Ltd; 3Zhejiang Lab

| Methods | S-Verify | S-Choose | S-Query | CC-Verify | CC-Query | CI-Verify | CI-Query |
|---|---|---|---|---|---|---|---|
| M3AE | 74.6 | 57.1 | 41.0 | 75.5 | 20.1 | 75.3 | 4.2 |
| MedViLL | 73.9 | 54.1 | 40.4 | 74.3 | 22.0 | 77.5 | 3.5 |
| Fusion Transf. | 72.1 | 46.4 | 37.4 | 71.9 | 18.4 | 68.1 | 2.2 |
| SE-WRN + gpt4 | 71.0 | 48.1 | 35.7 | 54.9 | 13.0 | 68.8 | 2.5 |
| SE-WRN + gpt-3.5-turbo | 69.3 | 36.1 | 31.1 | 58.2 | 10.5 | 64.1 | 1.3 |
| SE-WRN + text-davinci-003 | 75.0 | 37.8 | 36.0 | 56.3 | 15.4 | 71.5 | 1.4 |
| Ours | 77.2 | 59.8 | 42.6 | 78.9 | 15.2 | 81.2 | 3.2 |