Pretražite po imenu i prezimenu autora, mentora, urednika, prevoditelja

Napredna pretraga

Pregled bibliografske jedinice broj: 1026346

Estimation of the Left Ventricle Volume using Semantic Segmentation


Habijan, Marija; Leventić, Hrvoje; Galić, Irena; Babin, Danilo
Estimation of the Left Ventricle Volume using Semantic Segmentation // ELMAR 2019
Zadar, 2019. str. 39-44 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


CROSBI ID: 1026346 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Estimation of the Left Ventricle Volume using Semantic Segmentation

Autori
Habijan, Marija ; Leventić, Hrvoje ; Galić, Irena ; Babin, Danilo

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
ELMAR 2019 / - Zadar, 2019, 39-44

Skup
ELMAR 2019

Mjesto i datum
Zadar, Hrvatska, 23-25.2019

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
CNN ; Cardiac Disease Indicators ; Left Ventricle ; MRI ; Volume Estimation

Sažetak
The left ventricle (LV) volume is a major indicator of heart disease.Current clinical procedure for volume estimation from magnetic resonance (MR) images include manual inspection by the experienced cardiologists, which is often a time-consuming process.This paper presents an automated method for LV volume estimation at two points in the time. The method consists of training a convolutional neural network (CNN) with the MR images from the Sunnybrook dataset. After that, the trained model is used to predict left ventricular segments in MR images from the Kaggle dataset. From predicted segments, the ventricular volumes at end-systole (ESV) and end-diastole (EDV) are calculated using numerical integration. The obtained results estimate the ESV and EDV with a mean absolute error of 14.688 and 19.222 mL, respectively.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
HRZZ-UIP-2017-05-4968 - Metode za interpretaciju medicinskih snimki za detaljnu analizu zdravlja srca (IMAGINEHEART) (Galić, Irena, HRZZ - 2017-05 )

Ustanove
Fakultet elektrotehnike, računarstva i informacijskih tehnologija Osijek

Profili:

Avatar Url Marija Habijan (autor)

Avatar Url Irena Galić (autor)

Citiraj ovu publikaciju

Habijan, Marija; Leventić, Hrvoje; Galić, Irena; Babin, Danilo
Estimation of the Left Ventricle Volume using Semantic Segmentation // ELMAR 2019
Zadar, 2019. str. 39-44 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Habijan, M., Leventić, H., Galić, I. & Babin, D. (2019) Estimation of the Left Ventricle Volume using Semantic Segmentation. U: ELMAR 2019.
@article{article, year = {2019}, pages = {39-44}, keywords = {CNN, Cardiac Disease Indicators, Left Ventricle, MRI, Volume Estimation}, title = {Estimation of the Left Ventricle Volume using Semantic Segmentation}, keyword = {CNN, Cardiac Disease Indicators, Left Ventricle, MRI, Volume Estimation}, publisherplace = {Zadar, Hrvatska} }




Contrast
Increase Font
Decrease Font
Dyslexic Font