Cytokeratin-Supervised Deep Learning for Automatic Recognition of Epithelial Cells in Breast Cancers Stained for ER, PR, and Ki-67

Mira Valkonen; Jorma Isola; Onni Ylinen; Ville Muhonen; Anna Saxlin; Teemu Tolonen; Matti Nykter; Pekka Ruusuvuori

doi:10.1109/tmi.2019.2933656

Cytokeratin-Supervised Deep Learning for Automatic Recognition of Epithelial Cells in Breast Cancers Stained for ER, PR, and Ki-67

Mira Valkonen
, Jorma Isola
, Onni Ylinen
, Ville Muhonen
, Anna Saxlin
, Teemu Tolonen
, Matti Nykter
, Pekka Ruusuvuori

Research output: Contribution to journal › Article › Scientific › peer-review

56 Citations (Scopus)

Original language	English
Pages (from-to)	534-542
Journal	IEEE Transactions on Medical Imaging
Volume	39
Issue number	2
DOIs	https://doi.org/10.1109/tmi.2019.2933656
Publication status	Published - 2020
Publication type	A1 Journal article-refereed

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Keywords

Breast cancer
Convolutional neural networks
Deep learning
Immune system
Indexes
Training
Tumors
breast cancer
digital pathology
histopathology
image segmentation

Publication forum classification

Publication forum level 2

Access to Document

10.1109/tmi.2019.2933656

Cite this

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title = "Cytokeratin-Supervised Deep Learning for Automatic Recognition of Epithelial Cells in Breast Cancers Stained for ER, PR, and Ki-67",

keywords = "Breast cancer, Convolutional neural networks, Deep learning, Immune system, Indexes, Training, Tumors, breast cancer, digital pathology, histopathology, image segmentation, Breast cancer, Convolutional neural networks, Deep learning, Immune system, Indexes, Training, Tumors, breast cancer, digital pathology, histopathology, image segmentation",

author = "Mira Valkonen and Jorma Isola and Onni Ylinen and Ville Muhonen and Anna Saxlin and Teemu Tolonen and Matti Nykter and Pekka Ruusuvuori",

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AU - Valkonen, Mira

AU - Isola, Jorma

AU - Ylinen, Onni

AU - Muhonen, Ville

AU - Saxlin, Anna

AU - Tolonen, Teemu

AU - Nykter, Matti

AU - Ruusuvuori, Pekka

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KW - Convolutional neural networks

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KW - Immune system

KW - Indexes

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KW - breast cancer

KW - digital pathology

KW - histopathology

KW - image segmentation

KW - Breast cancer

KW - Convolutional neural networks

KW - Deep learning

KW - Immune system

KW - Indexes

KW - Training

KW - Tumors

KW - breast cancer

KW - digital pathology

KW - histopathology

KW - image segmentation

U2 - 10.1109/tmi.2019.2933656

DO - 10.1109/tmi.2019.2933656

M3 - Article

C2 - 31398111

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SP - 534

EP - 542

JO - IEEE Transactions on Medical Imaging

JF - IEEE Transactions on Medical Imaging

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