DCAN: Deep contour-aware networks for object instance segmentation from histology images

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• 作者：Hao Chen ; ^a ; ^{hchen@cse.cuhk.edu.hk} ; Xiaojuan Qi^a ; Lequan Yu^a ; Qi Dou^a ; Jing Qin^b ; Pheng-Ann Heng^a
• 关键词：Histopathological image analysis ; Deep contour-aware network ; Deep learning ; Transfer learning ; Object detection ; Instance segmentation
• 刊名：Medical Image Analysis
• 出版年：2017
• 出版时间：February 2017
• 年：2017
• 卷：36
• 期：Complete
• 页码：135-146
• 全文大小：3458 K
• 卷排序：36

文摘

Multi-level fully convolutional networks for effective object segmentation. A novel method to harness information of object appearance and contour simultaneously. Transfer learning to mitigate the issue of insufficient training data. The method won two MICCAI challenges on object segmentation from histology images.