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A Customized Camera Imaging Pipeline for Dermatological Imaging

机译:客制化皮肤成像的相机成像管道

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This paper describes the customization of the camera processing pipeline of a machine vision camera that has been integrated into a hand-held dermatological imaging device. The device uses a combination of visible and non-visible spectral LEDs to allow capture of visible RGB imagery as well as selected non-visible wavelengths. Our customization involves two components. The first component is a color calibration procedure that ensures the captured images are colorimetrically more accurate than those obtained through the machine vision camera's native API. The need for color calibration is a critical component that is often overlooked or poorly understood by computer vision engineers. Our second component is a fast method to integrate the narrow band spectral images (some of which are outside the visible range) into the visible RGB image for enhanced visualization. This component of our pipeline involves evaluating several algorithms capable of multiple image fusion to determine the most suitable one for our application. Quantitative and subject results, including feedback from clinicians, demonstrate the effectiveness of our customization procedure.
机译:本文介绍了已集成到手持式皮肤病学成像设备中的机器视觉相机的相机处理管道的定制。该设备使用可见光和不可见光谱LED的组合,以捕获可见的RGB图像以及选定的不可见波长。我们的定制涉及两个组成部分。第一个组件是颜色校准程序,可确保所捕获的图像比通过机器视觉相机的本机API获得的图像在色度上更精确。颜色校准的需要是计算机视觉工程师经常忽略或理解不清的关键组件。我们的第二个组件是一种将窄带光谱图像(其中一些在可见范围之外)整合到可见RGB图像中的快速方法,以增强可视化效果。我们管道的这一部分涉及评估几种能够进行多图像融合的算法,以确定最适合我们的应用的算法。定量和主题结果,包括临床医生的反馈,证明了我们定制程序的有效性。

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