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首页> 外文期刊>IEEE Transactions on Biomedical Engineering >Biologically Derived Companding Algorithm for High Dynamic Range Mammography Images
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Biologically Derived Companding Algorithm for High Dynamic Range Mammography Images

机译:高动态范围乳腺摄影图像的生物衍生压扩算法

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摘要

The screening mammography is currently the best procedure available for early detection of the breast cancer. The acquired mammograms are high dynamic range (HDR) images having a 12 bit grayscale resolution. When viewed by a radiologist, a single image must be examined several times, each time focusing on a different intensity range. We have developed a biologically derived mammography companding (BDMC) algorithm for compression, expansion, and enhancement of mammograms, in a fully automatic way. The BDMC is comprised of two main processing stages: 1) preliminary processing operations which include standardization of the intensity range and expansion of the intensities which belong to the low intensity range. 2) Adaptively companding the HDR range by integrating multiscale contrast measures. The algorithm's performance has been preliminarily clinically tested on dozens of mammograms in collaboration with experienced radiologists. It appears that the suggested method succeeds in presenting all of the clinical information, including all the abnormalities, in a single low dynamic range companded image. This companded and enhanced image is not degraded more than the HDR image and can be analyzed without the need for professional workstation and its specific enhancement software.
机译:乳腺钼靶筛查是目前可用于早期发现乳腺癌的最佳方法。所获取的乳房X线照片是具有12位灰度级分辨率的高动态范围(HDR)图像。当由放射科医生查看时,单个图像必须检查几次,每次聚焦在不同的强度范围上。我们已经开发了一种生物衍生的乳房X线照相压扩(BDMC)算法,可以以全自动方式对乳房X线照片进行压缩,扩展和增强。 BDMC由两个主要处理阶段组成:1)初步处理操作,包括强度范围的标准化和属于低强度范围的强度的扩展。 2)通过集成多尺度对比措施来自适应扩展HDR范围。与经验丰富的放射科医生合作,已对该算法的性能进行了初步的临床测试,包括数十个乳房X线照片。似乎建议的方法可以在单个低动态范围压缩图像中成功呈现所有临床信息,包括所有异常。压缩后的增强图像不会比HDR图像降级得更多,并且无需专业工作站及其特定的增强软件即可进行分析。

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