Identity-Aware U-Net augments a U-Net backbone with an auxiliary embedding branch and triplet metric learning to discriminate among cells with near-identical shapes and textures.
Segmentation of nuclei in histopathology images by deep re- gression of the distance map.IEEE Transactions on Medical Imaging, 38(2):448–459, 2019
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Identity-Aware U-Net: Fine-grained Cell Segmentation via Identity-Aware Representation Learning
Identity-Aware U-Net augments a U-Net backbone with an auxiliary embedding branch and triplet metric learning to discriminate among cells with near-identical shapes and textures.