Multi-level semantic adaptation for few-shot segmentation on cardiac image sequences

Global guidance network for breast lesion segmentation in ultrasound images

(2021) Cheng Xue et al.   MEDICAL IMAGE ANALYSIS

Multi-task learning with Multi-view Weighted Fusion Attention for artery-specific calcification analysis

(2021) Weiwei Zhang et al.   Information Fusion

JAS-GAN: Generative Adversarial Network Based Joint Atrium and Scar Segmentations on Unbalanced Atrial Targets

(2021) Jun Chen et al.   IEEE Journal of Biomedical and Health Informatics

Unified model for interpreting multi-view echocardiographic sequences without temporal information

(2020) Ming Li et al.   APPLIED SOFT COMPUTING

Direct estimation of left ventricular ejection fraction via a cardiac cycle feature learning architecture

(2020) Tianyang Li et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Contrast Agent-free Synthesis and Segmentation of Ischemic Heart Disease Images using Progressive Sequential Causal GANs

(2020) Chenchu Xu et al.   MEDICAL IMAGE ANALYSIS

MMCL-Net: Spinal Disease Diagnosis in Global Mode using Progressive Multi-task Joint Learning

(2020) Yanfei Hong et al.   NEUROCOMPUTING

MV-RAN: Multiview recurrent aggregation network for echocardiographic sequences segmentation and full cardiac cycle analysis

(2020) Ming Li et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Dynamically constructed network with error correction for accurate ventricle volume estimation

(2020) Gongning Luo et al.   MEDICAL IMAGE ANALYSIS

Generalizing from a Few Examples

(2020) Yaqing Wang et al.   ACM COMPUTING SURVEYS

Inf-Net: Automatic COVID-19 Lung Infection Segmentation From CT Images

(2020) Deng-Ping Fan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation

(2020) Cheng Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Generalizing Deep Learning for Medical Image Segmentation to Unseen Domains via Deep Stacked Transformation

(2020) Ling Zhang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Unpaired Multi-Modal Segmentation via Knowledge Distillation

(2020) Qi Dou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Dense biased networks with deep priori anatomy and hard region adaptation: Semi-supervised learning for fine renal artery segmentation

(2020) Yuting He et al.   MEDICAL IMAGE ANALYSIS

MMTLNet: Multi-Modality Transfer Learning Network with adversarial training for 3D whole heart segmentation

(2020) Xiangyun Liao et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Deep learning with noisy labels: Exploring techniques and remedies in medical image analysis

(2020) Davood Karimi et al.   MEDICAL IMAGE ANALYSIS

CS2-Net: Deep Learning Segmentation of Curvilinear Structures in Medical Imaging

(2020) Lei Mou et al.   MEDICAL IMAGE ANALYSIS

CF Distance: A New Domain Discrepancy Metric and Application to Explicit Domain Adaptation for Cross-Modality Cardiac Image Segmentation

(2020) Fuping Wu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Direct Quantification of Coronary Artery Stenosis Through Hierarchical Attentive Multi-View Learning

(2020) Dong Zhang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

CABNet: Category Attention Block for Imbalanced Diabetic Retinopathy Grading

(2020) Along He et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

ROSE: A Retinal OCT-Angiography Vessel Segmentation Dataset and New Model

(2020) Yuhui Ma et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Semi-supervised task-driven data augmentation for medical image segmentation

(2020) Krishna Chaitanya et al.   MEDICAL IMAGE ANALYSIS

Multitask Learning for Estimating Multitype Cardiac Indices in MRI and CT Based on Adversarial Reverse Mapping

(2020) Chengjin Yu et al.   IEEE Transactions on Neural Networks and Learning Systems

Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation

(2020) Xiaomeng Li et al.   IEEE Transactions on Neural Networks and Learning Systems

Imaging the left ventricle: diagnostic and prognostic implications in cardiomyopathies

(2019) Thomas F Lüscher   EUROPEAN HEART JOURNAL

Automatic CNN-based detection of cardiac MR motion artefacts using k-space data augmentation and curriculum learning

(2019) Ilkay Oksuz et al.   MEDICAL IMAGE ANALYSIS

Direct automated quantitative measurement of spine by cascade amplifier regression network with manifold regularization

(2019) Shumao Pang et al.   MEDICAL IMAGE ANALYSIS

CE-Net: Context Encoder Network for 2D Medical Image Segmentation

(2019) Zaiwang Gu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

‘Squeeze & excite’ guided few-shot segmentation of volumetric images

(2019) Abhijit Guha Roy et al.   MEDICAL IMAGE ANALYSIS

PV-LVNet: Direct left ventricle multitype indices estimation from 2D echocardiograms of paired apical views with deep neural networks

(2019) Rongjun Ge et al.   MEDICAL IMAGE ANALYSIS

Segmentation and quantification of infarction without contrast agents via spatiotemporal generative adversarial learning

(2019) Chenchu Xu et al.   MEDICAL IMAGE ANALYSIS

Disentangled representation learning in cardiac image analysis

(2019) Agisilaos Chartsias et al.   MEDICAL IMAGE ANALYSIS

Learning physical properties in complex visual scenes: An intelligent machine for perceiving blood flow dynamics from static CT angiography imaging

(2019) Zhifan Gao et al.   NEURAL NETWORKS

Privileged Modality Distillation for Vessel Border Detection in Intracoronary Imaging

(2019) Zhifan Gao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Motion Tracking of the Carotid Artery Wall From Ultrasound Image Sequences: a Nonlinear State-Space Approach

(2018) Zhifan Gao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation

(2018) Guotai Wang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Full left ventricle quantification via deep multitask relationships learning

(2018) Wufeng Xue et al.   MEDICAL IMAGE ANALYSIS

Multi-Modality Imaging in the Assessment of Cardiovascular Toxicity in the Cancer Patient

(2018) Juan Carlos Plana et al.   JACC-Cardiovascular Imaging

Fully convolutional multi-scale residual DenseNets for cardiac segmentation and automated cardiac diagnosis using ensemble of classifiers

(2018) Mahendra Khened et al.   MEDICAL IMAGE ANALYSIS

A 3-D Active Contour Method for Automated Segmentation of the Left Ventricle From Magnetic Resonance Images

(2017) Mahdi Hajiaghayi et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Robust estimation of carotid artery wall motion using the elasticity-based state-space approach

(2017) Zhifan Gao et al.   MEDICAL IMAGE ANALYSIS

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Right ventricle segmentation from cardiac MRI: A collation study

(2015) Caroline Petitjean et al.   MEDICAL IMAGE ANALYSIS

Evaluation of Left Ventricular Diastolic Function with Cardiac MR Imaging

(2011) Jérôme Caudron et al.   RADIOGRAPHICS

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING