Segmenting and tracking cell instances with cosine embeddings and recurrent hourglass networks.
Medical Image Analysis(2019)
摘要
•CNN based framework for cell instance segmentation and tracking.•Incorporating temporal information as ConvGRUs into a fully convolutional network.•Embedding loss based on cosine similarities to represent individual instances.•Extensive evaluation on muscle fiber and celltracking microscopy images.•State-of-the-art performance on six datasets of the ISBI celltracking challenge.
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关键词
Cell,Tracking,Segmentation,Instances,Recurrent,Video,Embeddings
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