DiCoM -- Diverse Concept Modeling towards Enhancing Generalizability in Chest X-Ray Studies

arXiv:2402.15534v1 Announce Type: cross
Abstract: Chest X-Ray (CXR) is a widely used clinical imaging modality and has a pivotal role in the diagnosis and prognosis of various lung and heart related conditions. Conventional automated clinical diagnostic tool design strategies relying on radiology reads and supervised learning, entail the cumbersome requirement of high quality annotated training data. To address this challenge, self-supervised pre-training has proven to outperform supervised pre-training in numerous downstream vision tasks, representing a significant breakthrough in the field. …

abstract arxiv automated clinical concept cs.cv cs.lg design diagnosis diagnostic dicom diverse eess.iv imaging modeling pivotal radiology ray role strategies studies supervised learning tool type x-ray