Medical Image Processing

A Novel Left Ventricular Volumes Prediction Method Based on Deep Learning Network in Cardiac MRI
Gonging Luo, Guanxiong Sun, Kuanquan Wang, Suyu Dong, Henggui Zhang
In CinC, 2016
This study develops a new left ventricle (LV) volumes prediction method without time-consuming segmentation using deep learning technology.
Paper
A Novel Left Ventricular Volumes Prediction Method Based on Deep Learning Network in Cardiac MRI
A Combined Multi-scale Deep Learning and Random Forests Approach for Direct Left Ventricular Volumes Estimation in 3D Echocardiography
Suyu Dong, Gonging Luo, Guanxiong Sun, Kuanquan Wang, Henggui Zhang
In CinC, 2016
We present an end-to-end framework to estimate the left ventricular (LV) volume from 3D echocardiography data. Specifically, we introduce a novel unsupervised learning method to train a CNN for feature extraction. Then, the random forests method is used to predicts the LV volume.
Paper
A Combined Multi-scale Deep Learning and Random Forests Approach for Direct Left Ventricular Volumes Estimation in 3D Echocardiography
A Left Ventricular Segmentation Method on 3D Echocardiography using Deep Learning and Snake
Suyu Dong, Gonging Luo, Guanxiong Sun, Kuanquan Wang, Henggui Zhang
In CinC, 2016
We propose a new full-automatic method that combines the deep learning method and the deformable model for left ventricular segmentation on endocardium.
Paper
A Left Ventricular Segmentation Method on 3D Echocardiography using Deep Learning and Snake