eNCApsulate: neural cellular automata for precision diagnosis on capsule endoscopes.
Journal:
International journal of computer assisted radiology and surgery
Published Date:
Jul 4, 2025
Abstract
PURPOSE: Wireless capsule endoscopy (WCE) is a noninvasive imaging method for the entire gastrointestinal tract and is a pain-free alternative to traditional endoscopy. It generates extensive video data that requires significant review time, and localizing the capsule after ingestion is a challenge. Techniques like bleeding detection and depth estimation can help with localization of pathologies, but deep learning models are typically too large to run directly on the capsule.
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