Instance segmentation for whole slide imaging: end-to-end or detect-then-segment

Purpose: Automatic instance segmentation of glomeruli within kidney whole slide imaging (WSI) is essential for clinical research in renal pathology. In computer vision, the end-to-end instance segmentation methods (e.g., Mask-RCNN) have shown their advantages relative to detect-then-segment approach...

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Bibliografiske detaljer
Udgivet i:J Med Imaging (Bellingham)
Main Authors: Jha, Aadarsh, Yang, Haichun, Deng, Ruining, Kapp, Meghan E., Fogo, Agnes B., Huo, Yuankai
Format: Artigo
Sprog:Inglês
Udgivet: Society of Photo-Optical Instrumentation Engineers 2021
Fag:
Image Processing
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7790159/
https://ncbi.nlm.nih.gov/pubmed/33426152
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.8.1.014001
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