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Semantic segmentation of cilia using fully-convolutional dense networks

Cilia are hairlike structures protruding from nearly every cell in the body. Diseases known as ciliopathies where cilia function is disrupted can result in a wide spectrum of diseases. However, most techniques for assessing ciliary motion rely on manual identification and tracking of cilia. This annotation is tedious and error-prone and more analytical techniques impose strong assumptions such as periodic motion of beating cilia. |