Full multi resolution active shape model for left ventricle segmentation

Eduardo Galicia Gomez; Fabian Torres Robles; Boris Escalante Ramirez; Jimena Olveres; Fernando Arámbula Cosío

doi:10.1117/12.2606252

10 December 2021 Full multi resolution active shape model for left ventricle segmentation

Eduardo Galicia Gomez, Fabian Torres Robles, Boris Escalante Ramirez, Jimena Olveres, Fernando Arámbula Cosío

Proceedings Volume 12088, 17th International Symposium on Medical Information Processing and Analysis; 120881C (2021) https://doi.org/10.1117/12.2606252
Event: Seventeenth International Symposium on Medical Information Processing and Analysis, 2021, Campinas, Brazil

Abstract

This article presents the application of the full multiresolution active shape model for the segmentation of the left ventricle in ultrasound images as well as a comparison between the classical active shape model and the full multiresolution active shape model. Our objective is to evaluate the performance of the full multiresolution framework in a complex image segmentation task such as ultrasound of the left ventricle. The accuracy of this method is evaluated through the DICE coefficient between the expert annotation and the final segmentation of the full multiresolution active shape model (FMR-ASM). The validation and training data were obtained from the CAMUS database, with 100 training and 60 validation images on which we obtained a mean DICE coefficient of 0.76 with the FMR-ASM.

Citation Download Citation

Eduardo Galicia Gomez, Fabian Torres Robles, Boris Escalante Ramirez, Jimena Olveres, and Fernando Arámbula Cosío "Full multi resolution active shape model for left ventricle segmentation", Proc. SPIE 12088, 17th International Symposium on Medical Information Processing and Analysis, 120881C (10 December 2021); https://doi.org/10.1117/12.2606252

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
11 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Image segmentation

Signal processing

Image resolution

Wavelets

Electronic filtering

Image processing

Shape analysis

Show All Keywords

Keywords/Phrases

Search In:

Publication Years