Detail publikačního výsledku

OBJECT DETECTION NETWORKS FOR LOCALIZATION AND CLASSIFICATION OF INTRACRANIAL HEMORRHAGES

NEMČEK, J.

Originální název

OBJECT DETECTION NETWORKS FOR LOCALIZATION AND CLASSIFICATION OF INTRACRANIAL HEMORRHAGES

Anglický název

OBJECT DETECTION NETWORKS FOR LOCALIZATION AND CLASSIFICATION OF INTRACRANIAL HEMORRHAGES

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

Intracranialhemorrhagesrepresentlife-threateningbraininjuries.Thispaperpresentstwo state-of-the-artobjectdetectionsystems(FasterR-CNNandYOLOv2)whicharetrainedtolocalize andclassifyhemorrhagesinaxialheadCTslicesbyprovidinglabelledrectangularboundingboxes. PubliclyavailabledatasetsofheadCTdataandgroundtruthboundingboxesareusedtoevaluateand comparetheperformanceofbothdetectors.TheFasterR-CNNshowsbetterresultsbyachievingan averageJaccardcoefficientof58.7%.

Anglický abstrakt

Intracranialhemorrhagesrepresentlife-threateningbraininjuries.Thispaperpresentstwo state-of-the-artobjectdetectionsystems(FasterR-CNNandYOLOv2)whicharetrainedtolocalize andclassifyhemorrhagesinaxialheadCTslicesbyprovidinglabelledrectangularboundingboxes. PubliclyavailabledatasetsofheadCTdataandgroundtruthboundingboxesareusedtoevaluateand comparetheperformanceofbothdetectors.TheFasterR-CNNshowsbetterresultsbyachievingan averageJaccardcoefficientof58.7%.

Klíčová slova

intracranialhemorrhage,convolutionalneuralnetwork,localization,classification,computedtomography,FasterR-CNN,YOLOv2

Klíčová slova v angličtině

intracranialhemorrhage,convolutionalneuralnetwork,localization,classification,computedtomography,FasterR-CNN,YOLOv2

Autoři

NEMČEK, J.

Rok RIV

2024

Vydáno

27.04.2021

Nakladatel

Brno University of Technology, Faculty of Electrical Engineering and Communication

Místo

Brno

ISBN

978-80-214-5943-4

Kniha

PROCEEDINGS II OF THE 27TH STUDENT EEICT 2021 selected papers

Edice

1

Strany od

116

Strany do

120

Strany počet

5

URL

https://www.eeict.cz/eeict_download/archiv/sborniky/EEICT_2021_sbornik_2_v3_DOI.pdf

BibTex

@inproceedings{BUT183915,
  author="Jakub {Nemček}",
  title="OBJECT DETECTION NETWORKS FOR LOCALIZATION AND CLASSIFICATION OF INTRACRANIAL HEMORRHAGES",
  booktitle="PROCEEDINGS II OF THE 27TH STUDENT EEICT 2021 selected papers",
  year="2021",
  series="1",
  pages="116--120",
  publisher="Brno University of Technology, Faculty of Electrical Engineering and Communication",
  address="Brno",
  doi="10.13164/eeict.2021.116",
  isbn="978-80-214-5943-4",
  url="https://www.eeict.cz/eeict_download/archiv/sborniky/EEICT_2021_sbornik_2_v3_DOI.pdf"
}