Radiology Report Generation on MIMIC-CXR v1.5 (Vicuna-7B)
26.1ROUGE-LRadJEPA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RadJEPAInput resolution=224x224, # Tokens=13692026.01 | 26.1 | 10.1 | 23.8 | 32.6 | |
| I-JEPAInput resolution=224x224, # Tokens=13692026.01 | 25.6 | 9.5 | 23.4 | 32.1 | |
| RadJEPAcontrolInput resolution=224x224, # Tokens=13692026.01 | 25.5 | 9.7 | 23.3 | 31.9 | |
| RAD-DINOInput resolution=518x518, # Tokens=1369, reproduced=true2026.01 | 25.1 | 9.4 | 23.2 | 32 | |
| RAD-DINOInput resolution=518x518, # Tokens=13692026.01 | 24.6 | 9.3 | 22.8 | 31.9 | |
| RAD-DINOcontrolInput resolution=518x518, # Tokens=13692026.01 | 24.2 | 9 | 22.4 | 31.5 | |
| BioViLInput resolution=512x512, # Tokens=1962026.01 | 23.5 | 7.3 | 22.4 | 28.4 | |
| CLIP@336Input resolution=316x316, # Tokens=5762026.01 | 23.3 | 8.4 | 20.4 | 25.3 | |
| CheXzeroInput resolution=224x224, # Tokens=492026.01 | 23.2 | 8 | 20.6 | 26.2 | |
| BiomedCLIPInput resolution=224x224, # Tokens=2562026.01 | 23.1 | 7.9 | 20.4 | 24.9 | |
| CLIP@224Input resolution=224x224, # Tokens=2562026.01 | 23 | 8.3 | 20.3 | 24.7 | |
| DINO-v2Input resolution=518x518, # Tokens=13692026.01 | 22.7 | 7.6 | 18.5 | 18.6 |