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Segmentation and classification of colon glands with deep convolutional neural networks and total variation regularization

Segmentation of histopathology sections is a necessary preprocessing step for digital pathology. Due to the large variability of biological tissue, machine learning techniques have shown superior performance over conventional image processing methods. Here we present our deep neural network-based ap...

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Detalles Bibliográficos
Autores principales: Kainz, Philipp, Pfeiffer, Michael, Urschler, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5629961/
https://www.ncbi.nlm.nih.gov/pubmed/29018612
http://dx.doi.org/10.7717/peerj.3874