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NEMČEK, J JAKUBÍČEK, R.. CHMELÍK, J.
Originální název
Localization and Classification of Intracranial Hemorrhages in CT Data
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
Intracranial hemorrhages (ICHs) are life-threatening brain injures with a relatively high incidence. In this paper, the automatic algorithm for the detection and classification of ICHs, including localization, is present. The set of binary convolutional neural network-based classifiers with an innovatively designed cascade-parallel architecture is used. This automatic system may lead to a distinct decrease in the diagnostic process’s duration in acute cases. An average Jaccard coefficient of 53.7% is achieved on the data from the publicly available head CT dataset CQ500.
Klíčová slova
Intracranial hemorrhage; Convolutional neural network; Localization; Classification; Computed tomography
Autoři
NEMČEK, J; JAKUBÍČEK, R..; CHMELÍK, J.
Vydáno
30. 11. 2020
Nakladatel
Springer Nature Switzerland AG 2021
Místo
Switzerland
ISBN
978-3-030-64609-7
Kniha
EMBEC 2020, IFMBE Proceedings 80
ISSN
1680-0737
Periodikum
IFMBE PROCEEDINGS
Ročník
80
Stát
Švédské království
Strany od
767
Strany do
773
Strany počet
7
URL
https://link.springer.com/chapter/10.1007/978-3-030-64610-3_86
BibTex
@inproceedings{BUT166033, author="Jakub {Nemček} and Roman {Jakubíček} and Jiří {Chmelík}", title="Localization and Classification of Intracranial Hemorrhages in CT Data", booktitle="EMBEC 2020, IFMBE Proceedings 80", year="2020", journal="IFMBE PROCEEDINGS", volume="80", pages="767--773", publisher="Springer Nature Switzerland AG 2021", address="Switzerland", doi="10.1007/978-3-030-64610-3\{_}86", isbn="978-3-030-64609-7", issn="1680-0737", url="https://link.springer.com/chapter/10.1007/978-3-030-64610-3_86" }