notesum.ai
Published at October 21MoRE: Multi-Modal Contrastive Pre-training with Transformers on X-Rays, ECGs, and Diagnostic Report
cs.CV
cs.AI
Released Date: October 21, 2024
Authors: Samrajya Thapa1, Koushik Howlader1, Subhankar Bhattacharjee1, Wei le1
Aff.: 1Iowa State University

| Model | Mimic IV | CheXpert | ||||||
|---|---|---|---|---|---|---|---|---|
| AC | CM | ED | PE | AC | CM | ED | PE | |
| GLoRIA | 0.73 | 0.73 | 0.81 | 0.84 | 0.76 | 0.77 | 0.87 | 0.90 |
| MedKLIP | 0.71 | 0.67 | 0.77 | 0.82 | 0.75 | 0.78 | 0.92 | 0.92 |
| MoRE | 0.74 | 0.78 | 0.83 | 0.86 | 0.77 | 0.80 | 0.92 | 0.91 |