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Pregled bibliografske jedinice broj: 1148546

Cast suppression in radiographs by generative adversarial networks


Hržić, Franko; Žužić, Ivana; Tschauner, Sebastian; Štajduhar, Ivan
Cast suppression in radiographs by generative adversarial networks // Journal of the american medical informatics association, 28 (2021), 12; 2687-2694 doi:10.1093/jamia/ocab192 (međunarodna recenzija, članak, znanstveni)


CROSBI ID: 1148546 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Cast suppression in radiographs by generative adversarial networks

Autori
Hržić, Franko ; Žužić, Ivana ; Tschauner, Sebastian ; Štajduhar, Ivan

Izvornik
Journal of the american medical informatics association (1067-5027) 28 (2021), 12; 2687-2694

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
artificial intelligence ; diagnostic imaging ; radiography ; wrist ; child

Sažetak
Injured extremities commonly need to be immobilized by casts to allow proper healing. We propose a method to suppress cast superimpositions in pediatric wrist radiographs based on the cycle generative adversarial network (CycleGAN) model. We retrospectively reviewed unpaired pediatric wrist radiographs (n = 9672) and sampled them into 2 equal groups, with and without cast. The test subset consisted of 718 radiographs with cast. We evaluated different quadratic input sizes (256, 512, and 1024 pixels) for U-Net and ResNet-based CycleGAN architectures in cast suppression, quantitatively and qualitatively. The mean age was 11 ± 3 years in images containing cast (n = 4836), and 11 ± 4 years in castless samples (n = 4836). A total of 5956 X-rays had been done in males and 3716 in females. A U-Net 512 CycleGAN performed best (P ≤ .001). CycleGAN models successfully suppressed casts in pediatric wrist radiographs, allowing the development of a related software tool for radiology image viewers.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Kliničke medicinske znanosti



POVEZANOST RADA


Projekti:
HRZZ-IP-2020-02-3770 - Strojno učenje za prijenos znanja u medicinskoj radiologiji (RadiologyNET) (Štajduhar, Ivan, HRZZ - 2020-02) ( CroRIS)
NadSve-Sveučilište u Rijeci-uniri-tehnic-18-15 - Razvoj postupaka temeljenih na strojnom učenju za prepoznavanje bolesti i ozljeda iz medicinskih slika (Štajduhar, Ivan, NadSve ) ( CroRIS)

Ustanove:
Tehnički fakultet, Rijeka

Profili:

Avatar Url Franko Hržić (autor)

Avatar Url Ivan Štajduhar (autor)

Poveznice na cjeloviti tekst rada:

doi academic.oup.com

Citiraj ovu publikaciju:

Hržić, Franko; Žužić, Ivana; Tschauner, Sebastian; Štajduhar, Ivan
Cast suppression in radiographs by generative adversarial networks // Journal of the american medical informatics association, 28 (2021), 12; 2687-2694 doi:10.1093/jamia/ocab192 (međunarodna recenzija, članak, znanstveni)
Hržić, F., Žužić, I., Tschauner, S. & Štajduhar, I. (2021) Cast suppression in radiographs by generative adversarial networks. Journal of the american medical informatics association, 28 (12), 2687-2694 doi:10.1093/jamia/ocab192.
@article{article, author = {Hr\v{z}i\'{c}, Franko and \v{Z}u\v{z}i\'{c}, Ivana and Tschauner, Sebastian and \v{S}tajduhar, Ivan}, year = {2021}, pages = {2687-2694}, DOI = {10.1093/jamia/ocab192}, keywords = {artificial intelligence, diagnostic imaging, radiography, wrist, child}, journal = {Journal of the american medical informatics association}, doi = {10.1093/jamia/ocab192}, volume = {28}, number = {12}, issn = {1067-5027}, title = {Cast suppression in radiographs by generative adversarial networks}, keyword = {artificial intelligence, diagnostic imaging, radiography, wrist, child} }
@article{article, author = {Hr\v{z}i\'{c}, Franko and \v{Z}u\v{z}i\'{c}, Ivana and Tschauner, Sebastian and \v{S}tajduhar, Ivan}, year = {2021}, pages = {2687-2694}, DOI = {10.1093/jamia/ocab192}, keywords = {artificial intelligence, diagnostic imaging, radiography, wrist, child}, journal = {Journal of the american medical informatics association}, doi = {10.1093/jamia/ocab192}, volume = {28}, number = {12}, issn = {1067-5027}, title = {Cast suppression in radiographs by generative adversarial networks}, keyword = {artificial intelligence, diagnostic imaging, radiography, wrist, child} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • Social Science Citation Index (SSCI)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus
  • MEDLINE


Citati:





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