Clinical evaluation of medical image synthesis: a case study in wireless capsule endoscopy.

ABSTRACT: Synthetic Data Generation (SDG) based on Artificial Intelligence (AI) can transform the way clinical medicine is delivered by overcoming privacy barriers that currently render clinical data sharing difficult. This is the key to accelerating the development of digital tools contributing to enhanced patient safety. Such tools include robust data-driven clinical decision support systems, and example-based digital training tools that will enable healthcare professionals to improve their diagnostic performance for enhanced patient safety. This study focuses on the clinical evaluation of medical SDG, with a proof-of-concept investigation on diagnosing Inflammatory Bowel Disease (IBD) using Wireless Capsule Endoscopy (WCE) images. Its scientific contributions include (a) a novel protocol for the

SUBMITTER: Gatoula P 

PROVIDER: S-EPMC12508211 | biostudies-literature | 2025 Oct

REPOSITORIES: biostudies-literature