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内镜手术完整配准数据集。

Endomapper dataset of complete calibrated endoscopy procedures.

机构信息

Instituto de Investigación en Ingeniería de Aragón (I3A), Universidad de Zaragoza, Zaragoza, Spain.

Digestive Disease Service, Hospital Clínico Universitario Lozano Blesa, Zaragoza, Spain.

出版信息

Sci Data. 2023 Oct 3;10(1):671. doi: 10.1038/s41597-023-02564-7.

Abstract

Computer-assisted systems are becoming broadly used in medicine. In endoscopy, most research focuses on the automatic detection of polyps or other pathologies, but localization and navigation of the endoscope are completely performed manually by physicians. To broaden this research and bring spatial Artificial Intelligence to endoscopies, data from complete procedures is needed. This paper introduces the Endomapper dataset, the first collection of complete endoscopy sequences acquired during regular medical practice, making secondary use of medical data. Its main purpose is to facilitate the development and evaluation of Visual Simultaneous Localization and Mapping (VSLAM) methods in real endoscopy data. The dataset contains more than 24 hours of video. It is the first endoscopic dataset that includes endoscope calibration as well as the original calibration videos. Meta-data and annotations associated with the dataset vary from the anatomical landmarks, procedure labeling, segmentations, reconstructions, simulated sequences with ground truth and same patient procedures. The software used in this paper is publicly available.

摘要

计算机辅助系统在医学领域的应用越来越广泛。在内镜检查中,大多数研究都集中在自动检测息肉或其他病变上,但内窥镜的定位和导航完全由医生手动完成。为了拓展这一研究领域,并将空间人工智能引入内窥镜检查,我们需要使用完整手术过程的数据。本文介绍了 Endomapper 数据集,这是第一个在常规医疗实践中采集的完整内窥镜序列数据集,对医疗数据进行了二次利用。它的主要目的是促进真实内窥镜数据中的视觉同时定位与建图 (VSLAM) 方法的开发和评估。该数据集包含超过 24 小时的视频。它是第一个包含内窥镜校准以及原始校准视频的内窥镜数据集。与数据集相关的元数据和注释从解剖学标记、过程标记、分割、重建、具有真实数据和同病人过程的模拟序列等方面都有涉及。本文中使用的软件是公开可用的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4b3b/10547713/ed78845dc2fb/41597_2023_2564_Fig1_HTML.jpg

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