VISION: Toward a Standardized Process for Radiology Image Management at the National Level

arXiv:2404.18842v1 Announce Type: new
Abstract: The compilation and analysis of radiological images poses numerous challenges for researchers. The sheer volume of data as well as the computational needs of algorithms capable of operating on images are extensive. Additionally, the assembly of these images alone is difficult, as these exams may differ widely in terms of clinical context, structured annotation available for model training, modality, and patient identifiers. In this paper, we describe our experiences and challenges in establishing a trusted …

abstract algorithms analysis and analysis arxiv assembly challenges compilation computational cs.cv data image images management process radiology researchers type vision