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08/04/2022
Unsupervised Tissue Segmentation via Deep Constrained Gaussian Network
Tissue segmentation is the mainstay of pathological examination, whereas...
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11/28/2021
MIST-net: Multi-domain Integrative Swin Transformer network for Sparse-View CT Reconstruction
The deep learning-based tomographic image reconstruction methods have be...
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09/17/2021
Adaptive Hierarchical Dual Consistency for Semi-Supervised Left Atrium Segmentation on Cross-Domain Data
Semi-supervised learning provides great significance in left atrium (LA)...
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05/01/2021
JAS-GAN: Generative Adversarial Network Based Joint Atrium and Scar Segmentations on Unbalanced Atrial Targets
Automated and accurate segmentations of left atrium (LA) and atrial scar...
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08/05/2020
Annealing Genetic GAN for Minority Oversampling
The key to overcome class imbalance problems is to capture the distribut...
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06/23/2020
Deep Attentive Wasserstein Generative Adversarial Networks for MRI Reconstruction with Recurrent Context-Awareness
The performance of traditional compressive sensing-based MRI (CS-MRI) re...
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02/02/2020
Simultaneous Left Atrium Anatomy and Scar Segmentations via Deep Learning in Multiview Information with Attention
Three-dimensional late gadolinium enhanced (LGE) cardiac MR (CMR) of lef...
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07/24/2019
Recurrent Aggregation Learning for Multi-View Echocardiographic Sequences Segmentation
Multi-view echocardiographic sequences segmentation is crucial for clini...
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07/24/2019
Discriminative Consistent Domain Generation for Semi-supervised Learning
Deep learning based task systems normally rely on a large amount of manu...
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07/20/2019
Direct Quantification for Coronary Artery Stenosis Using Multiview Learning
The quantification of the coronary artery stenosis is of significant cli...
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07/11/2019
FIRE: Unsupervised bi-directional inter-modality registration using deep networks
Inter-modality image registration is an critical preprocessing step for ...
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06/12/2018
Multiview Two-Task Recursive Attention Model for Left Atrium and Atrial Scars Segmentation
Late Gadolinium Enhanced Cardiac MRI (LGE-CMRI) for detecting atrial sca...
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06/10/2017