Concepedia

A Novel Left Ventricular Volumes Prediction Method Based on Deep Learning Network in Cardiac MRI

Gongning Luo, Guanxiong Sun, Kuanquan Wang, Suyu Dong, Henggui Zhang

Computing in cardiology · 2016 · 38 citations · 10 references

DOIFull text

Open access

Concepts

Abstract

shows that the predicted LV volumes have high correlation with the ground truth. These results prove that the proposed method has big potential to be researched and applied in clinical diagnosis and screening of cardiac diseases.

References

10

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

Hoo-Chang Shin, Holger R. Roth, Mingchen Gao et al. · IEEE Transactions on Medical Imaging · 2016 · 5.8K citations · Full text

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Road crack detection using deep convolutional neural network

Lei Zhang, Fan Yang, Yimin D. Zhang et al. · 2016 · 1.5K citations

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A combined deep-learning and deformable-model approach to fully automatic segmentation of the left ventricle in cardiac MRI

M. R. Avendi, Arash Kheradvar, Hamid Jafarkhani · Medical Image Analysis · 2016 · 603 citations

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Multi-scale deep networks and regression forests for direct bi-ventricular volume estimation

Xiantong Zhen, Zhijie Wang, Ali Islam et al. · Medical Image Analysis · 2015 · 115 citations

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Regional Assessment of Cardiac Left Ventricular Myocardial Function via MRI Statistical Features

Mariam Afshin, Ismail Ben Ayed, Kumaradevan Punithakumar et al. · IEEE Transactions on Medical Imaging · 2013 · 93 citations

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