A scalable system for microcalcification cluster automated detection in a distributed mammographic database

P. Delogu, M. Fantacci, Alessandro Preite Martinez, A. Retico, A. Stefanini, Alessandro Tata
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引用次数: 13

Abstract

A computer-aided detection (CADe) system for microcalcification cluster identification in mammograms has been developed in the framework of the EU-founded MammoGrid project. The CADe software is mainly based on wavelet transforms and artificial neural networks. It is able to identify microcalcifications in different datasets of mammograms (i.e. acquired with different machines and settings, digitized with different pitch and bit depth or direct digital ones). The CADe can be remotely run from GRID-connected acquisition and annotation stations, supporting clinicians from geographically distant locations in the interpretation of mammographic data. We report and discuss the system performances on different datasets of mammograms and the status of the GRID-enabled CADe analysis
一种在分布式乳腺摄影数据库中用于微钙化簇自动检测的可扩展系统
计算机辅助检测(CADe)系统用于乳房x线照片中的微钙化簇识别,该系统是在欧盟建立的乳房x线网格项目框架内开发的。CADe软件主要基于小波变换和人工神经网络。它能够在不同的乳房x线照片数据集中识别微钙化(即通过不同的机器和设置获得,通过不同的间距和位深进行数字化或直接数字化)。CADe可以从与网格连接的采集和注释站远程运行,支持地理位置遥远的临床医生解释乳房x光检查数据。我们报告并讨论了系统在不同乳房x线照片数据集上的性能以及启用grid的CADe分析的状态
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