使用YOLOv5检测肠道寄生虫卵的高效和有效的框架
Satish Kumar1, Tasleem Arif1, Gulfam Ahamad2
1Department of Information Technology, BGSB University, Rajouri 185131, India.
Diagnostics (Basel, Switzerland)
|September 28, 2023
概括
深度学习计算机视觉精确地从图像中检测肠道寄生虫卵,每样只需8.5毫秒就能达到97%的精度. 这加快了诊断,并减少了对寄生虫感染的专家负担.
科学领域:
- 医疗成像医学成像
- 寄生虫学的寄生虫学
- 计算机视觉 计算机视觉
背景情况:
- 肠道寄生虫感染是全球主要的健康问题,特别是在热带地区.
- 目前用于诊断的手动显微镜是缓慢的,昂贵的,需要专门的专业知识.
- 深度学习,特别是卷积神经网络,对图像分析具有前景,但在寄生虫学中未得到充分利用.
研究的目的:
- 开发和评估一种新的深度学习模型,用于从图像中检测和分类肠道寄生虫卵.
- 为了提高肠道寄生虫诊断的速度和准确性.
- 为了减少医疗专家的工作量,并促进及时的患者治疗.
主要方法:
- 转移学习架构用于图像分析.
- 使用了图像预处理和增强技术.
- 实施了YOLOv5算法来检测和分类寄生虫卵.
主要成果:
- 拟议的模型实现了大约97%的平均平均精度.
- 每个样品的检测时间非常快,平均只有8.5毫秒.
- 该系统在5393张肠道寄生虫图像的数据集上进行了训练和验证.
结论:
- 开发的深度学习方法为检测肠道寄生虫卵提供了高效和准确的方法.
- 这项技术有可能成为临床环境中实时诊断工具的基础.
- 这些发现提升了寄生虫感染的医学成像和诊断能力.
更多相关视频
03:46Author Spotlight: Coproparasitoscopic Examination of Dog Stools for Control and Prevention of Zoonotic Parasite Diseases
Published on: December 15, 2023
2.5K
04:57Comparative Analysis of Automatic Fecal Analyzer versus Direct Wet Smear Microscopy for Detecting Parasitic Infections in Stool Samples
Published on: April 25, 2025
486
相关概念视频
01:25Rapid Identification of Pathogens
MALDI-TOF MS has transformed clinical microbiology by offering a rapid and reliable method for pathogen identification. The traditional approach to microbial identification typically involves time-consuming culture techniques and biochemical tests, which can delay the initiation of appropriate antimicrobial therapy. MALDI-TOF MS avoids these delays by using characteristic ribosomal protein mass patterns of microbial cells, enabling accurate species-level identification within minutes.Principle...
01:12Giardiasis
Giardiasis is a globally prevalent intestinal infection caused by the protozoan parasite Giardia duodenalis (also known as G. lamblia or G. intestinalis). This flagellated protozoan is the most frequently identified intestinal parasite in the United States and worldwide. Transmission primarily occurs via the fecal-oral route, with infection arising from ingestion of water or food contaminated with cysts. Individuals in low-resource settings, international travelers, outdoor enthusiasts, daycare...