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Registering Histological and MR Images of Prostate for Image-based Cancer Detection

机译:登记前列腺的组织学和MR图像以基于图像的癌症检测

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摘要

Rationale and ObjectivesNeedle biopsy is currently the only way to confirm prostate cancer. To increase prostate cancer diagnostic rate, needles are expected to be deployed at suspicious cancer locations. High contrast MR imaging provides a powerful tool for detecting suspicious cancerous tissues. To do this, MR appearances of cancerous tissue should be characterized and learned from a sufficient number of prostate MR images with known cancer information. However, ground-truth cancer information is only available in histological images. Therefore, it is necessary to warp ground-truth cancerous regions in histological images to MR images by a registration procedure. The objective of this paper is to develop a registration technique for aligning histological and MR images of the same prostate.
机译:原理和目的针刺活检是目前确认前列腺癌的唯一方法。为了提高前列腺癌的诊断率,预期将针头部署在可疑的癌症位置。高对比度MR成像为检测可疑的癌组织提供了强大的工具。为此,应特征化癌组织的MR外观,并从足够数量的具有已知癌症信息的前列腺MR图像中获知。但是,仅在组织学图像中可以获得真实的癌症信息。因此,有必要通过配准程序将组织学图像中的真相癌变区域变形为MR图像。本文的目的是开发一种对齐技术,用于对齐同一前列腺的组织学图像和MR图像。

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