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Optically computing the hit-miss transform for an automated cervical smear screening system

机译:光学计算自动宫颈涂片检查系统的命中率变换

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摘要

The hit-miss transform serves as a region-of-interest locator for cells from cervical smear images that show abnormal changes, which are indicative of malignancy, in their nuclei. An optical implementation of the hit-miss transform algorithm uses an analog spatial light modulator for gray-scale modulation at the filter plane of a 4f optical correlator. Gray-scale modulation at the filter plane improves correlator performance in comparison with a binary phase-only filter (BPOF) by reduction of the edge enhancement of kernels used in morphological detection of cancerous cervical cells. The hit-miss transform with a gray-scale amplitude and binary phase optical filter (GABPOF) for the hit filter and a BPOF for the miss filter shows a 47% reduction in total error versus the use of only BPOF filters to locate abnormal cells.
机译:命中缺失变换可作为子宫颈细胞涂片图像中细胞的关注区域定位器,这些细胞在其细胞核中显示异常变化,这表明其恶性。命中缺失变换算法的光学实现使用模拟空间光调制器在4f光学相关器的滤波器平面上进行灰度调制。与二元纯相位滤波器(BPOF)相比,滤波器平面上的灰度调制通过减少用于宫颈癌细胞形态检测的核的边缘增强来改善相关器性能。与仅使用BPOF滤波器来定位异常单元相比,对于命中滤波器,具有灰度幅度和二进制相位光学滤波器(GABPOF)以及对未命中滤波器的BPOF的命中变换显示出总误差降低了47%。

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