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P-CSEM:一个注意力模块,用于改进腹腔镜外科工具检测

Herag Arabian1, Tamer Abdulbaki Alshirbaji1,2, Nour Aldeen Jalal1,2

  • 1Institute of Technical Medicine (ITeM), Furtwangen University, 78054 Villingen-Schwenningen, Germany.

Sensors (Basel, Switzerland)
|August 26, 2023
PubMed
概括

这项研究引入了一种深度学习模型,采用定制的注意力模块 (P-CSEM) 来准确地分类腹腔镜手术期间的手术工具. 改进后的模型显著提高了工具识别的精度,帮助外科医生实时决策.

关键词:
注意力模块的注意力模块.腹腔镜视频分析 腹腔镜视频分析外科手术工具分类的分类.

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相关概念视频

Scanning Electron Microscopy01:07

Scanning Electron Microscopy

A scanning electron microscope (SEM) is used to study the surface features of a sample by using an electron beam that scans the sample surface in a two-dimensional manner. Typically, areas between ~1 centimeter to 5 micrometers in width can be imaged. SEM can be used to image bacteria, viruses, tissues as well as larger samples like insects. Conventional SEM gives a magnification ranging from 20X to 30,000X and spatial resolution of 50 to 100 nanometers.
Fundamental Principles
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