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CAD-CAP: a 25,000-image database serving the development of artificial intelligence for capsule endoscopy.
Romain Leenhardt1, Cynthia Li2, Jean-Philippe Le Mouel3
1Sorbonne University, Endoscopy Unit.
Endoscopy International Open
|March 3, 2020
Summary
A new database, CAD-CAP, was created to develop computer-assisted diagnosis tools for capsule endoscopy (CE) reading. This resource aids in analyzing the vast number of images generated during small bowel exploration, improving diagnostic efficiency.
Area of Science:
- Medical Imaging
- Gastroenterology
- Computer Science
Background:
- Capsule endoscopy (CE) is the primary method for small bowel (SB) examination.
- Reading CE videos is time-consuming due to a large number of frames per video (mean 50,000).
- Development of computer-assisted diagnosis (CAD) tools is needed to improve efficiency.
Purpose of the Study:
- To describe the creation and structure of the CAD-CAP database.
- To facilitate the development of CAD tools for capsule endoscopy reading.
- To address the challenges of analyzing large volumes of CE data.
Main Methods:
- A multicenter retrospective study involving 12 French endoscopy centers.
- Inclusion of third-generation SB-CE videos (Pillcam, Medtronic).
- Manual segmentation and classification of pathological frames by expert readers and automated extraction of normal frames.
Main Results:
- The CAD-CAP database contains 4,174 SB-CE videos.
- 1,480 videos (35%) had pathological findings, with 5,184 pathological frames extracted.
- Extracted frames included fresh blood, vascular lesions, and inflammatory/ulcerative lesions; 20,000 normal frames were also included.
- The database has supported the development of automated angiectasia detection tools and international challenges.
Conclusions:
- The CAD-CAP database is a valuable resource for developing CAD tools in capsule endoscopy.
- It aids in the efficient analysis of small bowel capsule endoscopy videos.
- Facilitates advancements in automated medical image analysis for gastroenterology.
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