Toward automatic and reliable evaluation of human gastric motility using magnetically controlled capsule endoscope and deep learning

Abstract In this paper, we develop a combination of algorithms, including camera motion detector (CMD), deep learning models, class activation mapping (CAM), and periodical feature detector for the purpose of evaluating human gastric motility by detecting the presence of gastric peristalsis and meas...

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Bibliographic Details
Main Authors: Xueshen Li, Yu Gan, David Duan, Xiao Yang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-10839-9
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