Precision enhancement in wireless capsule endoscopy: a novel transformer-based approach for real-time video object detection

Precision enhancement in wireless capsule endoscopy: a novel transformer-based approach for real-time video object detection

BackgroundWireless Capsule Endoscopy (WCE) enables non-invasive imaging of the gastrointestinal tract but generates vast video data, making real-time and accurate abnormality detection challenging. Traditional detection methods struggle with uncontrolled illumination, complex textures, and high-spee...

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Bibliographic Details
Main Authors: Tsedeke Temesgen Habe, Keijo Haataja, Pekka Toivanen
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Artificial Intelligence
Subjects:
capsule endoscopy
object detection
real-time processing
transformer models
video analysis
wireless communication
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2025.1529814/full
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https://www.frontiersin.org/articles/10.3389/frai.2025.1529814/full

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