The Devil is in the Details: Whole Slide Image Acquisition and Processing for Artifacts Detection, Color Variation, and Data Augmentation: A Review
نویسندگان
چکیده
Whole Slide Images (WSI) are widely used in histopathology for research and the diagnosis of different types cancer. The preparation digitization histological tissues leads to introduction artifacts variations that need be addressed before analyzed. WSI preprocessing can significantly improve performance computational pathology systems is often facilitate human or machine analysis. Color processing techniques usually main concern, while other areas frequently ignored. In this paper, we present a detailed study state-of-the-art three preprocessing: Artifacts detection, color variation, emerging field pathology-specific data augmentation. We include summary evaluation along with discussion possible limitations future directions new methods.
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ژورنال
عنوان ژورنال: IEEE Access
سال: 2022
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2022.3176091