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Research questionHow can tissue regions and patch coordinates be extracted from whole-slide images despite staining and artifact variation?Whole-slide images contain extensive background, fragmented tissue, staining differences, and artifacts that make preprocessing both error-prone and computationally expensive. These errors can also affect the patches used in downstream slide-level analysis.
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Latest papersRecent research connected to this question, newest first.AtlasPatch: Scalable Foundation Model-based Tissue Detection and Patch Extraction for Computational PathologyThe source concerns AtlasPatch for thumbnail-level tissue detection and mapping tissue contours to target-magnification patch coordinates. Evidence includes 30,000 multi-cohort WSI thumbnail-mask pairs, reported precision of 0.986, speed comparisons of up to 16×, and downstream performance across six slide-level classification tasks.research paper · Sep 2, 2026
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