Gland and zonal segmentation of prostate ...
Document type :
Article dans une revue scientifique: Article original
PMID :
Permalink :
Title :
Gland and zonal segmentation of prostate on t2w mr images
Author(s) :
Chilali, O. [Auteur]
Puech, Philippe [Auteur]
Thérapies Lasers Assistées par l'Image pour l'Oncologie (ONCO-THAI) - U1189
Thérapies Assistées par Lasers et Immunothérapies pour l'Oncologie - U 1189 [OncoThAI]
Lakroum, Said [Auteur]
Diaf, M. [Auteur]
Mordon, Serge [Auteur]
Thérapies Assistées par Lasers et Immunothérapies pour l'Oncologie - U 1189 [OncoThAI]
Betrouni, Nacim [Auteur]
Troubles cognitifs dégénératifs et vasculaires - U 1171 - EA 1046 [TCDV]
Troubles cognitifs dégénératifs et vasculaires - U1171
Puech, Philippe [Auteur]

Thérapies Lasers Assistées par l'Image pour l'Oncologie (ONCO-THAI) - U1189
Thérapies Assistées par Lasers et Immunothérapies pour l'Oncologie - U 1189 [OncoThAI]
Lakroum, Said [Auteur]
Diaf, M. [Auteur]
Mordon, Serge [Auteur]

Thérapies Assistées par Lasers et Immunothérapies pour l'Oncologie - U 1189 [OncoThAI]
Betrouni, Nacim [Auteur]

Troubles cognitifs dégénératifs et vasculaires - U 1171 - EA 1046 [TCDV]
Troubles cognitifs dégénératifs et vasculaires - U1171
Journal title :
Journal of digital imaging
Abbreviated title :
J. Digit. Imaging
Volume number :
29
Pages :
730-736
Publication date :
2016-12-01
ISSN :
0897-1889
English keyword(s) :
Zones
Prostate
Atlas
Segmentation
MRT2W images
Prostate
Atlas
Segmentation
MRT2W images
HAL domain(s) :
Sciences du Vivant [q-bio]
English abstract : [en]
For many years, prostate segmentation on MR images concerned only the extraction of the entire gland. Currently, in the focal treatment era, there is a continuously increasing need for the separation of the different parts ...
Show more >For many years, prostate segmentation on MR images concerned only the extraction of the entire gland. Currently, in the focal treatment era, there is a continuously increasing need for the separation of the different parts of the organ. In this paper, we propose an automatic segmentation method based on the use of T2W images and atlas images to segment the prostate and to isolate the peripheral and transition zones. The algorithm consists of two stages. First, the target image is registered with each zonal atlas image then the segmentation is obtained by the application of an evidential C-Means clustering. The method was evaluated on a representative and multi-centric image base and yielded mean Dice accuracy values of 0.81, 0.70, and 0.62 for the prostate, the transition zone, and peripheral zone, respectively.Show less >
Show more >For many years, prostate segmentation on MR images concerned only the extraction of the entire gland. Currently, in the focal treatment era, there is a continuously increasing need for the separation of the different parts of the organ. In this paper, we propose an automatic segmentation method based on the use of T2W images and atlas images to segment the prostate and to isolate the peripheral and transition zones. The algorithm consists of two stages. First, the target image is registered with each zonal atlas image then the segmentation is obtained by the application of an evidential C-Means clustering. The method was evaluated on a representative and multi-centric image base and yielded mean Dice accuracy values of 0.81, 0.70, and 0.62 for the prostate, the transition zone, and peripheral zone, respectively.Show less >
Language :
Anglais
Audience :
Internationale
Popular science :
Non
Administrative institution(s) :
CHU Lille
CNRS
Inserm
Université de Lille
CNRS
Inserm
Université de Lille
Submission date :
2019-11-27T13:04:04Z