Publication result detail

Localization and Classification of Intracranial Hemorrhages in CT Data

NEMČEK, J; JAKUBÍČEK, R..; CHMELÍK, J.

Original Title

Localization and Classification of Intracranial Hemorrhages in CT Data

English Title

Localization and Classification of Intracranial Hemorrhages in CT Data

Type

Paper in proceedings (conference paper)

Original Abstract

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.

English abstract

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.

Keywords

Intracranial hemorrhage; Convolutional neural network; Localization; Classification; Computed tomography

Key words in English

Intracranial hemorrhage; Convolutional neural network; Localization; Classification; Computed tomography

Authors

NEMČEK, J; JAKUBÍČEK, R..; CHMELÍK, J.

RIV year

2021

Released

30.11.2020

Publisher

Springer Nature Switzerland AG 2021

Location

Switzerland

ISBN

978-3-030-64609-7

Book

EMBEC 2020, IFMBE Proceedings 80

ISBN

1680-0737

Periodical

IFMBE Proceedings

Volume

80

State

French Republic

Pages from

767

Pages to

773

Pages count

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"
}

Documents

506237_1_En_86_Chapter_Author