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Color accuracy and reproducibility in whole slide imaging scanners

机译:整个幻灯片成像扫描仪的色彩准确性和可重复性

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摘要

We propose a workflow for color reproduction in whole slide imaging (WSI) scanners, such that the colors in the scanned images match to the actual slide color and the inter-scanner variation is minimum. We describe a new method of preparation and verification of the color phantom slide, consisting of a standard IT8-target transmissive film, which is used in color calibrating and profiling the WSI scanner. We explore several International Color Consortium (ICC) compliant techniques in color calibration/profiling and rendering intents for translating the scanner specific colors to the standard display (sRGB) color space. Based on the quality of the color reproduction in histopathology slides, we propose the matrix-based calibration/profiling and absolute colorimetric rendering approach. The main advantage of the proposed workflow is that it is compliant to the ICC standard, applicable to color management systems in different platforms, and involves no external color measurement devices. We quantify color difference using the CIE-DeltaE2000 metric, where DeltaE values below 1 are considered imperceptible. Our evaluation on 14 phantom slides, manufactured according to the proposed method, shows an average inter-slide color difference below 1 DeltaE. The proposed workflow is implemented and evaluated in 35 WSI scanners developed at Philips, called the Ultra Fast Scanners (UFS). The color accuracy, measured as DeltaE between the scanner reproduced colors and the reference colorimetric values of the phantom patches, is improved on average to 3.5 DeltaE in calibrated scanners from 10 DeltaE in uncalibrated scanners. The average inter-scanner color difference is found to be 1.2 DeltaE. The improvement in color performance upon using the proposed method is apparent with the visual color quality of the tissue scans.
机译:我们提出了一种用于在整个幻灯片成像(WSI)扫描仪中进行颜色再现的工作流,以使扫描图像中的颜色与实际幻灯片颜色匹配,并且扫描器间的差异最小。我们描述了一种新的制备和验证彩色幻像幻灯片的方法,该方法由标准的IT8目标透射膜组成,该胶片用于WSI扫描仪的颜色校准和配置文件中。我们在色彩校准/配置和渲染意图方面探索了几种与国际色彩联盟(ICC)兼容的技术,以将扫描仪特定的颜色转换为标准显示(sRGB)色彩空间。基于组织病理学幻灯片中颜色再现的质量,我们提出了基于矩阵的校准/配置文件和绝对比色渲染方法。提议的工作流程的主要优点是它符合ICC标准,适用于不同平台中的色彩管理系统,并且不涉及外部色彩测量设备。我们使用CIE-DeltaE2000度量标准来量化色差,其中低于1的DeltaE值被认为是不可察觉的。我们对根据拟议方法制造的14张幻像载玻片进行的评估显示,载玻片间的平均色差低于1 DeltaE。飞利浦开发的35种WSI扫描仪(称为超快速扫描仪(UFS))实施并评估了建议的工作流程。彩色精度(在扫描仪再现的颜色和幻影斑块的参考色度值之间以DeltaE度量)在校准后的扫描仪中平均提高到3.5 DeltaE,而在未校准的扫描仪中则提高到了10 DeltaE。发现扫描仪之间的平均色差为1.2 DeltaE。使用所提出的方法后,色彩性能的改善在组织扫描的视觉色彩质量上显而易见。

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