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Content-based processing and analysis of endoscopic images and videos: A survey

机译:内窥镜图像和视频的基于内容的处理和分析:一项调查

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摘要

In recent years, digital endoscopy has established as key technology for medical screenings and minimally invasive surgery. Since then, various research communities with manifold backgrounds have picked up on the idea of processing and automatically analyzing the inherently available video signal that is produced by the endoscopic camera. Proposed works mainly include image processing techniques, pattern recognition, machine learning methods and Computer Vision algorithms. While most contributions deal with real-time assistance at procedure time, the post-procedural processing of recorded videos is still in its infancy. Many post-processing problems are based on typical Multimedia methods like indexing, retrieval, summarization and video interaction, but have only been sparsely addressed so far for this domain. The goals of this survey are (1) to introduce this research field to a broader audience in the Multimedia community to stimulate further research, (2) to describe domain-specific characteristics of endoscopic videos that need to be addressed in a pre-processing step, and (3) to systematically bring together the very diverse research results for the first time to provide a broader overview of related research that is currently not perceived as belonging together.
机译:近年来,数字内窥镜已确立为医学检查和微创手术的关键技术。从那时起,具有多种背景的各种研究团体开始研究处理和自动分析内窥镜摄像机产生的固有可用视频信号的想法。拟议的作品主要包括图像处理技术,模式识别,机器学习方法和计算机视觉算法。虽然大多数文稿都在处理时提供实时帮助,但是录制视频的程序后处理仍处于起步阶段。许多后处理问题都基于典型的多媒体方法,例如索引,检索,摘要和视频交互,但到目前为止,在该领域中只有很少的解决。这项调查的目标是(1)将这一研究领域介绍给多媒体社区中的广大受众,以激发进一步的研究;(2)描述需要在预处理步骤中解决的内窥镜视频的特定领域特征(3)首次系统地将非常多样化的研究结果整合在一起,以提供对相关研究的更广泛的概述,而相关研究目前尚不被认为是属于一个整体。

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