Whole-cell segmentation of tissue images with human-level performance using large-scale data annotat...
Whole-cell segmentation of tissue images with human-level performance using large-scale data annotation and deep learning
About this item
Full title
Author / Creator
Greenwald, Noah F. , Miller, Geneva , Moen, Erick , Kong, Alex , Kagel, Adam , Dougherty, Thomas , Fullaway, Christine Camacho , McIntosh, Brianna J. , Leow, Ke Xuan , Schwartz, Morgan Sarah , Pavelchek, Cole , Cui, Sunny , Camplisson, Isabella , Bar-Tal, Omer , Singh, Jaiveer , Fong, Mara , Chaudhry, Gautam , Abraham, Zion , Moseley, Jackson , Warshawsky, Shiri , Soon, Erin , Greenbaum, Shirley , Risom, Tyler , Hollmann, Travis , Bendall, Sean C. , Keren, Leeat , Graf, William , Angelo, Michael and Van Valen, David
Publisher
New York: Nature Publishing Group US
Journal title
Language
English
Formats
Publication information
Publisher
New York: Nature Publishing Group US
Subjects
More information
Scope and Contents
Contents
A principal challenge in the analysis of tissue imaging data is cell segmentation—the task of identifying the precise boundary of every cell in an image. To address this problem we constructed TissueNet, a dataset for training segmentation models that contains more than 1 million manually labeled cells, an order of magnitude more than all previousl...
Alternative Titles
Full title
Whole-cell segmentation of tissue images with human-level performance using large-scale data annotation and deep learning
Authors, Artists and Contributors
Author / Creator
Miller, Geneva
Moen, Erick
Kong, Alex
Kagel, Adam
Dougherty, Thomas
Fullaway, Christine Camacho
McIntosh, Brianna J.
Leow, Ke Xuan
Schwartz, Morgan Sarah
Pavelchek, Cole
Cui, Sunny
Camplisson, Isabella
Bar-Tal, Omer
Singh, Jaiveer
Fong, Mara
Chaudhry, Gautam
Abraham, Zion
Moseley, Jackson
Warshawsky, Shiri
Soon, Erin
Greenbaum, Shirley
Risom, Tyler
Hollmann, Travis
Bendall, Sean C.
Keren, Leeat
Graf, William
Angelo, Michael
Van Valen, David
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_9010346
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_9010346
Other Identifiers
ISSN
1087-0156
E-ISSN
1546-1696
DOI
10.1038/s41587-021-01094-0
