一个基于人工智能的系统,用于识别膀结构区域
Jong Mok Park1, Khae-Hawn Kim1
1Department of Urology, Chungnam National University Sejong Hospital, Chungnam National University College of Medicine, Sejong, Korea.
International neurourology journal
|December 8, 2025
概括
这项研究引入了一个使用YOLOv5的AI系统,用于精确识别尿管狭窄,提高手术指导和效率. 该系统实现了高精度,改善了患者的外科治疗结果.
科学领域:
- 泌尿器科 泌尿器科 泌尿器科 泌尿器科
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 尿道狭窄在泌尿外科手术中是一个重大挑战.
- 精确识别狭窄部位对于有效的手术干预至关重要.
研究的目的:
- 提出一个技术系统,用于精确识别和手术指导尿道狭窄.
- 为了提高治疗尿管狭窄患者的手术效率.
主要方法:
- 利用YOLOv5算法,一种人工智能技术,进行实时图像分析.
- 应用该系统来检测尿管狭窄的确切位置.
- 选择YOLOv5用于快速准确地检测狭窄区域.
主要成果:
- 该系统表现出高的识别精度,平均灵敏度为0.95.
- 这种灵敏度证实了系统的精确指导能力,用于识别狭窄部位.
- 由人工智能驱动的方法提供了可靠的检测尿管狭窄.
结论:
- 基于YOLOv5的系统有效地支持尿管狭窄的外科手术.
- 系统的实时图像分析有助于精确的收缩检测.
- 未来的工作将专注于改进狭窄局部化边界估计.
相关概念视频
Imaging Studies IV: Magnetic Resonance Imaging
215
Introduction:Magnetic Resonance Imaging, or MRI, can include a specialized imaging technique of the urinary system known as Magnetic Resonance Urography (MRU). This radiation-free technique uses strong magnetic fields and radio waves to produce detailed images with the help of a computer. MRU is particularly effective for visualizing fluid-filled structures like the kidneys, ureters, and bladder.Applications of MRI in the Genitourinary SystemKidneys and Ureters: MRI detects tumors, cysts,...
215
Imaging Studies II: Ultrasonography
321
IntroductionUltrasonography, or renal ultrasound, is a noninvasive medical imaging technique that uses high-frequency sound waves to visualize the kidneys, ureters, bladder, and surrounding tissues.Indications for Urinary System UltrasonographyUrinary system ultrasonography is indicated in various clinical scenarios, such as:Kidney Stones (Urolithiasis): To detect and monitor the size and presence of kidney or urinary tract stones.Hydronephrosis: To assess the dilation of the renal pelvis and...
321
Imaging Studies I: Kidney, Ureter, and Bladder Studies
240
Kidney, Ureter, and Bladder (KUB) StudiesKidney, Ureter, and Bladder (KUB) studies are standard diagnostic imaging procedures used to assess the anatomy of the urinary system. They are commonly utilized for patients experiencing abdominal pain or urinary symptoms. By using a simple X-ray of the abdomen, KUB studies can reveal structural and pathological abnormalities within the kidneys, ureters, and bladder. These studies are particularly valuable in diagnosing kidney stones, urinary...
240
Imaging Studies V: Intravenous Urography and Retrograde Pyelography
984
IntroductionIntravenous Urography (IVU) and Retrograde Pyelography (RP) are important diagnostic imaging techniques used to evaluate the urinary system. These methods help identify structural abnormalities, obstructions, and functional issues in the kidneys, ureters, and bladder. Both procedures use iodine-based contrast media to enhance the visibility of urinary tract structures on X-ray images, though they differ in their methods and indications.1. Intravenous Urography (IVU)Intravenous...
984
Urologic Endoscopic Procedure: Cystoscopic Examination
2.1K
Meaning of Cystoscopic Examination:Cystoscopy is an essential diagnostic tool in urology that is used to assess the structure and function of the genitourinary system. It provides a direct view of the urethra, bladder, and, in some cases, the ureteral openings. This procedure helps detect structural abnormalities, infections, cancers, and blockages in the urinary tract. There are two types of cystoscopy:Flexible cystoscopy is commonly performed in outpatient settings due to its less invasive...
2.1K
Ureters
1.3K
The ureters are retroperitoneal tubes located on either side of the vertebral column. They are responsible for transporting urine from each kidney to the urinary bladder. These tubes have thick walls and are approximately 25-30 cm long. Their diameter is around 10 mm at the renal pelvis, gradually narrowing to 1 mm as the ureter obliquely enters the posterior bladder wall through the ureteric orifices. The shape of these orifices is slit-like, which helps to prevent urine backflow toward the...
1.3K


