2 papers
cs.CV2025
ChexFract: From General to Specialized -- Enhancing Fracture Description Generation
Nikolay Nechaev, Evgeniia Przhezdzetskaia, Dmitry Umerenkov +1
Generating accurate and clinically meaningful radiology reports from chest X-ray images remains a significant challenge in medical AI. While recent vision-language models achieve s…
cs.CV2025
How many samples to label for an application given a foundation model? Chest X-ray classification study
Nikolay Nechaev, Evgeniia Przhezdzetskaia, Viktor Gombolevskiy +2
Chest X-ray classification is vital yet resource-intensive, typically demanding extensive annotated data for accurate diagnosis. Foundation models mitigate this reliance, but how m…