GrandQC: A comprehensive solution to quality control problem in digital pathology
GrandQC: A comprehensive solution to quality control problem in digital pathology
About this item
Full title
Author / Creator
Weng, Zhilong , Seper, Alexander , Pryalukhin, Alexey , Mairinger, Fabian , Wickenhauser, Claudia , Bauer, Marcus , Glamann, Lennert , Bläker, Hendrik , Lingscheidt, Thomas , Hulla, Wolfgang , Jonigk, Danny , Schallenberg, Simon , Bychkov, Andrey , Fukuoka, Junya , Braun, Martin , Schömig-Markiefka, Birgid , Klein, Sebastian , Thiel, Andreas , Bozek, Katarzyna , Netto, George J. , Quaas, Alexander , Büttner, Reinhard and Tolkach, Yuri
Publisher
London: Nature Publishing Group UK
Journal title
Language
English
Formats
Publication information
Publisher
London: Nature Publishing Group UK
Subjects
More information
Scope and Contents
Contents
Histological slides contain numerous artifacts that can significantly deteriorate the performance of image analysis algorithms. Here we develop the GrandQC tool for tissue and multi-class artifact segmentation. GrandQC allows for high-precision tissue segmentation (Dice score 0.957) and segmentation of tissue without artifacts (Dice score 0.919–0.9...
Alternative Titles
Full title
GrandQC: A comprehensive solution to quality control problem in digital pathology
Authors, Artists and Contributors
Author / Creator
Seper, Alexander
Pryalukhin, Alexey
Mairinger, Fabian
Wickenhauser, Claudia
Bauer, Marcus
Glamann, Lennert
Bläker, Hendrik
Lingscheidt, Thomas
Hulla, Wolfgang
Jonigk, Danny
Schallenberg, Simon
Bychkov, Andrey
Fukuoka, Junya
Braun, Martin
Schömig-Markiefka, Birgid
Klein, Sebastian
Thiel, Andreas
Bozek, Katarzyna
Netto, George J.
Quaas, Alexander
Büttner, Reinhard
Tolkach, Yuri
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_doaj_primary_oai_doaj_org_article_da6c09a594ea4edbb78b12d1f24e1a85
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_da6c09a594ea4edbb78b12d1f24e1a85
Other Identifiers
ISSN
2041-1723
E-ISSN
2041-1723
DOI
10.1038/s41467-024-54769-y
