Weakly Supervised Histopathology Image Segmentation with Sparse Point Annotations.
IEEE Journal of Biomedical and Health Informatics(2021)
摘要
Digital histopathology image segmentation can facilitate computer-assisted cancer diagnostics. Given the difficulty of obtaining manual annotations, weak supervision is more suitable for the task than full supervision is. However, most weakly supervised models are not ideal for handling severe intra-class heterogeneity and inter-class homogeneity in histopathology images. Therefore, we propose a n...
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关键词
Image segmentation,Training,Manifolds,Manuals,Task analysis,Biomedical imaging,Cancer
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