Effects of MRI image normalization techniques in prostate cancer radiomics

•Normalizing images with respect to healthy prostate tissue is optimal.•Histogram-based normalization should be used otherwise.•Over 87% of radiomic features drastically change after normalization.•Improper normalization is worse than no normalization. The variance in intensities of MRI scans is a f...

Celý popis

Uložené v:

Podrobná bibliografia
Vydané v:	Physica medica Ročník 71; s. 7 - 13
Hlavní autori:	Isaksson, Lars J., Raimondi, Sara, Botta, Francesca, Pepa, Matteo, Gugliandolo, Simone G., De Angelis, Simone P., Marvaso, Giulia, Petralia, Giuseppe, De Cobelli, Ottavio, Gandini, Sara, Cremonesi, Marta, Cattani, Federica, Summers, Paul, Jereczek-Fossa, Barbara A.
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Italy Elsevier Ltd 01.03.2020
Predmet:	Algorithms Humans Image normalization Image Processing, Computer-Assisted - methods Machine Learning Magnetic Resonance Imaging Male MRI Prospective Studies Prostate - diagnostic imaging Prostate cancer Prostate-Specific Antigen - analysis Prostatic Neoplasms - diagnostic imaging Prostatic Neoplasms - radiotherapy Radiometry - methods Radiomics Image normalization MRI Prostate cancer Radiomics
ISSN:	1120-1797, 1724-191X, 1724-191X
On-line prístup:	Získať plný text
Tagy:	Pridať tag Žiadne tagy, Buďte prvý, kto otaguje tento záznam!

Buďte prvý, kto okomentuje tento záznam!