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Updated: May 29, 2025

Combining Reflectance Confocal Microscopy with Optical Coherence Tomography for Noninvasive Diagnosis of Skin Cancers via Image Acquisition
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调查DermaMNIST和Fitzpatrick17k皮肤学图像数据集的质量

Kumar Abhishek1, Aditi Jain2, Ghassan Hamarneh3

  • 1School of Computing Science, Simon Fraser University, Burnaby, V5A 1S6, Canada. kabhishe@sfu.ca.

Scientific data
|February 1, 2025
PubMed
概括

数据质量对于皮肤病学深度学习至关重要. 这项研究确定并纠正了受欢迎的皮肤图像数据集中的数据问题,提高了模型可靠性和诊断准确性.

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Confocal Fluorescence Microscopy

Confocal microscopy is an advanced microscopic technique. The prime advantage of the confocal microscope over other microscopy techniques is its ability to block the out-of-focus light from the illuminated samples using pinholes. It is widely used with fluorescence optics to obtain high-resolution, sharp contrast images. Unlike optical microscopes, confocal microscopes use a focused beam of light laser to scan the entire sample surface at different z-planes. These microscopes are, therefore,...
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