深度学习与小肠囊内镜相遇:迈向更快,更一致地诊断不清楚的胃肠道出血的一步
1Cancer Research Institute, Jinan University, Guangzhou 510632, Guangdong Province, China. lh@yinuobiomedical.cn.
World journal of gastrointestinal endoscopy
|November 3, 2025
概括
一个新的AI系统通过准确地定位和检测胃肠病变,显著加快了小肠囊内镜 (SBCE) 审查的速度. 这种人工智能工具将阅读时间从一个小时缩短到九分钟,提高了难以辨认的胃肠道出血诊断的效率.
科学领域:
- 胃肠病学 胃肠病学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 小肠囊内镜 (SBCE) 对于诊断不清楚的胃肠道出血至关重要.
- 目前的SBCE审查是耗时的,主观的,容易引起观察者之间的变化.
研究的目的:
- 开发和验证基于卷积神经网络 (CNN) 的AI系统,用于在SBCE视频中自动检测和定位胃肠病变.
- 与手动审查相比,评估人工智能系统对阅读时间和检测性能的影响.
主要方法:
- 一个两步检测-分类管道,使用CNN用于胃肠道细分部位和多病变检测 (侵蚀/,血管扩张,出血).
- 时间平滑和集体学习技术被用来提高准确性和模拟人类阅读工作流.
- 内部测试和外部验证是在全长SBCE视频上进行的.
主要成果:
- 在内部测试中,AI系统实现了>97%的定位精度和~99%的病变检测精度.
- 外部验证表明,阅读时间从大约60分钟减少到9分钟,而不会影响检测性能.
- 综合的"本地化+检测"方法对常见的SBCE发现显示出高准确性.
结论:
- 开发的AI系统提供了一个有希望的解决方案,以提高SBCE解释的效率和一致性.
- 这项技术是迈向临床部署人工智能协助胃肠道病学家的重要一步.
- 为了更广泛的临床采用,需要在多个平台上进一步验证和扩大病变覆盖范围.
相关概念视频
Endoscopic Procedures III: Video Capsule Endoscopy
694
Capsule endoscopy, or wireless or video capsule endoscopy, is a diagnostic procedure for examining the entire gastrointestinal tract. Patients swallow a capsule about the size of a vitamin tablet. The capsule is equipped with a transmitter, a battery, an LED light source, and a color video camera to capture images throughout the gastrointestinal tract. This procedure is particularly useful for diagnosing conditions such as Crohn's disease, ulcerative colitis, tumors, polyps, ulcers,...
694
Endoscopic Procedures IV: Sigmoidoscopy and Laproscopy
534
Sigmoidoscopy and laparoscopy are distinct medical procedures that enable physicians to internally inspect different parts of the GI tract. Although they serve different purposes, each is essential for diagnosing and, in some cases, treating various medical conditions.
Sigmoidoscopy
Sigmoidoscopy is a diagnostic procedure that uses a flexible sigmoidoscope equipped with a light source and camera to examine the rectum and sigmoid colon. The procedure involves inserting the tube through the anus...
Sigmoidoscopy
Sigmoidoscopy is a diagnostic procedure that uses a flexible sigmoidoscope equipped with a light source and camera to examine the rectum and sigmoid colon. The procedure involves inserting the tube through the anus...
534
Endoscopic Procedures II: Colonoscopy
599
The colon, or large intestine, is the final segment of the digestive system. Its primary functions include absorbing water and vitamins produced by gut bacteria and transforming waste from liquid to solid to form stool. In adults, the large intestine is approximately 5 feet long and consists of four main sections:
599
Imaging Studies III: Gastrointestinal Motility Studies and Virtual Colonoscopy
362
This lesson explores three gastrointestinal imaging techniques: radionuclide testing, colonic transit studies, and virtual colonoscopy.
Radionuclide Testing
Radionuclide testing is a sophisticated medical technique for assessing gastrointestinal motility. It focuses on gastric emptying and colonic transit time. Radioactive markers track the movement of food through the digestive system, providing insights into gastrointestinal disorders.
In gastric emptying studies, a meal's liquid and...
Radionuclide Testing
Radionuclide testing is a sophisticated medical technique for assessing gastrointestinal motility. It focuses on gastric emptying and colonic transit time. Radioactive markers track the movement of food through the digestive system, providing insights into gastrointestinal disorders.
In gastric emptying studies, a meal's liquid and...
362
Endoscopic Procedures I: Esophagogastroduodenoscopy
862
An Esophagogastroduodenoscopy (EGD) is a diagnostic procedure in which an endoscopist uses a flexible, lighted endoscope to visualize the upper gastrointestinal (GI) tract. The procedure includes visualizing the oropharynx, esophagus, stomach, and the first part of the small intestine, the duodenum.
During an EGD, the endoscope can be used to:
During an EGD, the endoscope can be used to:
862
Endoscopic Procedures V: ERCP
2.7K
Endoscopic Retrograde Cholangiopancreatography (ERCP) is a diagnostic procedure that combines endoscopy and fluoroscopy to diagnose and treat conditions related to the bile ducts, pancreatic ducts, and gallbladder. This procedure is beneficial for identifying and addressing blockages, gallstones, strictures, and tumors within the biliary or pancreatic systems. ERCP is both diagnostic and therapeutic, offering the ability to visualize and treat identified problems in one session.
Patient...
Patient...
2.7K


