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A clinically relevant approach to medical image compression.

机译:临床相关的医学图像压缩方法。

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As medical1biological imaging facilities move toward complete filmless imaging, compression will play a key role. Although lossy compression techniques yield high compression rates, the medical community has been reluctant to adopt these methods, largely for legal reasons, and have instead relied on lossless compression techniques which yield low compression rates. The true goal is to maximize compression while maintaining clinical relevance and balancing legal risk. It is important to figure out how to preserve the quality of the image at a level that is necessary for both what is clinically relevant and what doctors and lawyers feel is necessary for liability reasons, a criterion that may transcend what is visually perceptible. This dissertation proposes a novel model-based compression technique that makes use of clinically relevant regions as defined by radiologists. Lossless compression is used in these clinically relevant regions with high quality, and lossy compression is used everywhere else (that is, in the areas that are not clinically relevant). The clinically relevant regions are predefined on standard film types in an atlas.
机译:随着医学生物学成像设备向完整的无胶片成像迈进,压缩将发挥关键作用。尽管有损压缩技术产生较高的压缩率,但医学界主要出于法律原因一直不愿采用这些方法,而是依赖于产生低压缩率的无损压缩技术。真正的目标是在保持临床相关性和平衡法律风险的同时最大程度地提高压力。重要的是要弄清楚如何将图像的质量保持在临床相关的水平以及医生和律师出于责任原因而认为必需的水平上,该水平可能超越视觉上可感知的标准。本文提出了一种新颖的基于模型的压缩技术,该技术利用了放射科医生定义的临床相关区域。在这些临床相关区域中,高质量使用了无损压缩,而在其他地方(即,在与临床无关的区域中)使用了无损压缩。临床相关区域是在地图集中的标准胶片类型上预定义的。

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