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Cardiac Segmentation

5 papers with code · Medical

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A Fully Convolutional Neural Network for Cardiac Segmentation in Short-Axis MRI

2 Apr 2016vuptran/cardiac-segmentation

To our knowledge, this is the first application of a fully convolutional neural network architecture for pixel-wise labeling in cardiac magnetic resonance imaging.

CARDIAC SEGMENTATION

PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac Segmentation

19 Dec 2018carrenD/Med-CMDA

In this paper, we propose the PnPAdaNet (plug-and-play adversarial domain adaptation network) for adapting segmentation networks between different modalities of medical images, e. g., MRI and CT. We propose to tackle the significant domain shift by aligning the feature spaces of source and target domains in an unsupervised manner.

CARDIAC SEGMENTATION DOMAIN ADAPTATION MEDICAL IMAGE GENERATION

3D Consistent & Robust Segmentation of Cardiac Images by Deep Learning with Spatial Propagation

25 Apr 2018julien-zheng/CardiacSegmentationPropagation

We propose a method based on deep learning to perform cardiac segmentation on short axis MRI image stacks iteratively from the top slice (around the base) to the bottom slice (around the apex).

CARDIAC SEGMENTATION

An Automatic Cardiac Segmentation Framework based on Multi-sequence MR Image

12 Sep 2019Suiiyu/MS-CMR2019

A CNN segmentation model was trained based on the augmented training data by leave-one-out strategy.

CARDIAC SEGMENTATION SEMANTIC SEGMENTATION

Explainable cardiac pathology classification on cine MRI with motion characterization by semi-supervised learning of apparent flow

8 Nov 2018julien-zheng/CardiacMotionFlow

We propose a method to classify cardiac pathology based on a novel approach to extract image derived features to characterize the shape and motion of the heart.

CARDIAC SEGMENTATION TIME SERIES