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JPEG2000 ROI coding through component priority for digital mammography

机译:通过组件优先级进行JPEG2000 ROI编码以进行数字化乳腺X线摄影

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摘要

Region Of Interest (ROI) coding is a prominent feature of some image coding systems aimed to prioritize specific areas of the image through the construction of a codestream that, decoded at increasing bit-rates, recovers the ROI first and with higher quality than the rest of the image. JPEG2000 is a wavelet-based coding system that is supported in the Digital Imaging and Communications in Medicine (DICOM) standard. Among other features, JPEG2000 provides lossy-to-lossless compression and ROI coding, which are especially relevant to the medical community. But, due to JPEG2000 supported ROI coding methods that guarantee lossless coding are not designed to achieve a high degree of accuracy to prioritize ROIs, they have not been incorporated in the medical community. - This paper introduces a ROI coding method that is able to prioritize multiple ROIs at different priorities, guaranteeing lossy-to-lossless coding. The proposed ROI Coding Through Component Prioritization (ROITCOP) method uses techniques of rate-distortion optimization combined with a simple yet effective strategy of ROI allocation that employs the multi-component support of JPEG2000 codestream. The main insight in ROITCOP is the allocation of each ROI to an component. Experimental results indicate that this ROI allocation strategy does not penalize coding performance whilst achieving an unprecedented degree of accuracy to delimit ROIs. - The proposed ROITCOP method maintains JPEG2000 compliance, thus easing its use in medical centers to share images. This paper analyzes in detail the use of ROITCOP to mammographies, where the ROIs are identified by computer-aided diagnosis. Extensive experimental tests using various ROI coding methods suggest that ROITCOP achieves enhanced coding performance
机译:感兴趣区域(ROI)编码是某些图像编码系统的一项突出功能,旨在通过构建码流来对图像的特定区域进行优先处理,该码流以增加的比特率进行解码,从而首先恢复了ROI,并且其质量高于其余部分图片。 JPEG2000是基于小波的编码系统,在医学数字成像和通信(DICOM)标准中受支持。 JPEG2000除其他功能外,还提供无损压缩和ROI编码,这与医学界特别相关。但是,由于不能保证无损编码的JPEG2000支持的ROI编码方法并未设计成实现对ROI进行优先级排序的高精度,因此尚未将它们纳入医学界。 -本文介绍了一种ROI编码方法,该方法能够按不同优先级对多个ROI进行优先级排序,从而确保有损到无损编码。所提出的通过组件优先级进行ROI编码(ROITCOP)方法使用了速率失真优化技术,并结合了简单而有效的ROI分配策略,该策略采用了JPEG2000码流的多组件支持。 ROITCOP的主要见解是将每个ROI分配给一个组件。实验结果表明,该ROI分配策略不会对编码性能造成不利影响,同时实现了前所未有的精确度来界定ROI。 -拟议的ROITCOP方法保持了JPEG2000兼容性,从而简化了在医疗中心共享图像的使用。本文详细分析了ROITCOP在乳腺摄影中的应用,通过计算机辅助诊断来确定ROI。使用各种ROI编码方法的大量实验测试表明,ROITCOP可以提高编码性能

著录项

  • 作者

    Bartrina Rapesta Joan;

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  • 年度 2011
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  • 原文格式 PDF
  • 正文语种 eng
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