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Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 : 21st International Conference, Granada, Spain, September 16-20, 2018, Proceedings, Part I
Deep Learning Using K-Space Based Data Augmentation for Automated Cardiac MR Motion Artefact Detection
other
Author(s):
Ilkay Oksuz
,
Bram Ruijsink
,
Esther Puyol-Antón
,
Aurelien Bustin
,
Gastao Cruz
,
Claudia Prieto
,
Daniel Rueckert
,
Julia A. Schnabel
,
Andrew P. King
Publication date
(Online):
September 26 2018
Publisher:
Springer International Publishing
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Genome Engineering using CRISPR
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Making a “Completely Blind” Image Quality Analyzer
A K Mittal
,
R Soundararajan
,
A. C. Bovik
(2013)
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Learning Spatiotemporal Features with 3D Convolutional Networks
Du Tran
,
Lubomir Bourdev
,
Rob Fergus
…
(2015)
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Convolutional Neural Networks for No-Reference Image Quality Assessment
Le Kang
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Peng Ye
,
Yi Li
…
(2014)
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Author and book information
Book Chapter
Publication date (Print):
2018
Publication date (Online):
September 26 2018
Pages
: 250-258
DOI:
10.1007/978-3-030-00928-1_29
SO-VID:
80ac1439-5651-49f6-8c91-8d78c9fc2bc6
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Book chapters
pp. 3
Uncertainty in Multitask Learning: Joint Representations for Probabilistic MR-only Radiotherapy Planning
pp. 30
DeepASL: Kinetic Model Incorporated Loss for Denoising Arterial Spin Labeled MRI via Deep Residual Learning
pp. 21
Deep Convolutional Filtering for Spatio-Temporal Denoising and Artifact Removal in Arterial Spin Labelling MRI
pp. 250
Deep Learning Using K-Space Based Data Augmentation for Automated Cardiac MR Motion Artefact Detection
pp. 295
Stochastic Deep Compressive Sensing for the Reconstruction of Diffusion Tensor Cardiac MRI
pp. 365
Real Time RNN Based 3D Ultrasound Scan Adequacy for Developmental Dysplasia of the Hip
pp. 61
Building Surrogate-Driven Motion Models from Cone-Beam CT via Surrogate-Correlated Optical Flow
pp. 546
Training Medical Image Analysis Systems like Radiologists
pp. 682
On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation
pp. 77
Detecting and Classifying Nuclei on a Budget
pp. 77
Statistical Disclosure Control for Data Privacy Using Sequence of Generalised Linear Models
pp. 85
Gleason Grading of Prostate Tumours with Max-Margin Conditional Random Fields
pp. 810
Elastic Registration of Geodesic Vascular Graphs
pp. 91
Efficient and Accurate MRI Super-Resolution Using a Generative Adversarial Network and 3D Multi-level Densely Connected Network
pp. 110
Making Code Voting Secure Against Insider Threats Using Unconditionally Secure MIX Schemes and Human PSMT Protocols
pp. 116
Multimodality Biomedical Image Registration Using Free Point Transformer Networks
pp. 118
Deeper Image Quality Transfer: Training Low-Memory Neural Networks for 3D Images
pp. 133
Identification of Paediatric Tuberculosis from Airway Shape Features
pp. 139
Strengths and Pitfalls of Whole-Heart Atlas-Based Segmentation in Congenital Heart Disease Patients
pp. 149
Towards Quantifying Neurovascular Resilience
pp. 163
Automatic Segmentation of Different Pathologies from Cardiac Cine MRI Using Registration and Multiple Component EM Estimation
pp. 180
Multi-channel Generative Adversarial Network for Parallel Magnetic Resonance Image Reconstruction in K-space
pp. 181
Characterizing Breast Phenotype with a Novel Measure of Fibroglandular Structure
pp. 185
Controlled Release of Metformin Loaded Polyvinyl Alcohol (PVA) Microbubble/Nanoparticles Using Microfluidic Device for the Treatment of Type 2 Diabetes Mellitus
pp. 226
A Weakly Supervised Deep Learning Approach for Detecting Malaria and Sickle Cells in Blood Films
pp. 243
Longitudinal Image Registration with Temporal-Order and Subject-Specificity Discrimination
pp. 295
Endoscopic Polyp Segmentation Using a Hybrid 2D/3D CNN
pp. 299
User Directed Multi-view-stereo
pp. 310
Towards Detecting High-Uptake Lesions from Lung CT Scans Using Deep Learning
pp. 313
Causal Inference by String Diagram Surgery
pp. 319
Prostate Cancer Classification on VERDICT DW-MRI Using Convolutional Neural Networks
pp. 367
Whole Mastectomy Volume Reconstruction from 2D Radiographs and Its Mapping to Histology
pp. 374
Direct Reconstruction of Ultrasound Elastography Using an End-to-End Deep Neural Network
pp. 380
Modelling Vascularity in Breast Cancer and Surrounding Stroma Using Diffusion MRI and Intravoxel Incoherent Motion
pp. 392
Standard Plane Detection in 3D Fetal Ultrasound Using an Iterative Transformation Network
pp. 440
Roto-Translation Covariant Convolutional Networks for Medical Image Analysis
pp. 449
Bimodal Network Architectures for Automatic Generation of Image Annotation from Text
pp. 457
Multimodal Recurrent Model with Attention for Automated Radiology Report Generation
pp. 475
Stochastic Extraction of Elongated Curvilinear Structures in Mammographic Images
pp. 476
A Lifelong Learning Approach to Brain MR Segmentation Across Scanners and Protocols
pp. 510
Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentation
pp. 511
3D Context Enhanced Region-Based Convolutional Neural Network for End-to-End Lesion Detection
pp. 514
A Comparative Study of Breast Surface Reconstruction for Aesthetic Outcome Assessment
pp. 529
Distribution Matching Losses Can Hallucinate Features in Medical Image Translation
pp. 586
Applying Spatial Copula Additive Regression to Breast Cancer Screening Data
pp. 644
Prostate Cancer: Improved Tissue Characterization by Temporal Modeling of Radio-Frequency Ultrasound Echo Data
pp. 655
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation
pp. 664
Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling
pp. 667
ConCORDe-Net: Cell Count Regularized Convolutional Neural Network for Cell Detection in Multiplex Immunohistochemistry Images
pp. 676
Impact of Clinical Display Device on Detectability of Breast Masses in 2D Digital Mammography: A Virtual Clinical Study
pp. 691
Towards Safe Deep Learning: Accurately Quantifying Biomarker Uncertainty in Neural Network Predictions
pp. 699
Model-Based Estimation of Microscopic Anisotropy in Macroscopically Isotropic Substrates Using Diffusion MRI
pp. 739
Adversarial Similarity Network for Evaluating Image Alignment in Deep Learning Based Registration
pp. 760
Whole-Sample Mapping of Cancerous and Benign Tissue Properties
pp. 774
Adversarial Deformation Regularization for Training Image Registration Neural Networks
pp. 844
GlymphVIS: Visualizing Glymphatic Transport Pathways Using Regularized Optimal Transport
pp. 905
AutoDVT: Joint Real-Time Classification for Vein Compressibility Analysis in Deep Vein Thrombosis Ultrasound Diagnostics
pp. 913
MRI Measurement of Placental Perfusion and Fetal Blood Oxygen Saturation in Normal Pregnancy and Placental Insufficiency
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Fully Automated, Quality-Controlled Cardiac Analysis From CMR: Validation and Large-Scale Application to Characterize Cardiac Function
Authors:
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Automatic CNN-based detection of cardiac MR motion artefacts using k-space data augmentation and curriculum learning
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Detection and Correction of Cardiac MR Motion Artefacts during Reconstruction from K-space
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