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Volume 121: Medical Imaging with Deep Learning, 6-8 July 2020, Montreal, QC, Canada
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Editors: Tal Arbel, Ismail Ben Ayed, Marleen de Bruijne, Maxime Descoteaux, Herve Lombaert, Christopher Pal
4D Semantic Cardiac Magnetic Resonance Image Synthesis on XCAT Anatomical Model
PMLR 121:6-18
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Comparing Objective Functions for Segmentation and Detection of Microaneurysms in Retinal Images
PMLR 121:19-32
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Automatic Segmentation of Head and Neck Tumors and Nodal Metastases in PET-CT scans
PMLR 121:33-43
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Fusing Structural and Functional MRIs using Graph Convolutional Networks for Autism Classification
PMLR 121:44-61
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A Cross-Stitch Architecture for Joint Registration and Segmentation in Adaptive Radiotherapy
PMLR 121:62-74
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Breaking Speed Limits with Simultaneous Ultra-Fast MRI Reconstruction and Tissue Segmentation
PMLR 121:94-110
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Addressing The False Negative Problem of Deep Learning MRI Reconstruction Models by Adversarial Attacks and Robust Training
PMLR 121:121-135
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On the limits of cross-domain generalization in automated X-ray prediction
PMLR 121:136-155
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Uncertainty-Aware Training of Neural Networks for Selective Medical Image Segmentation
PMLR 121:156-173
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3D-RADNet: Extracting labels from DICOM metadata for training general medical domain deep 3D convolution neural networks
PMLR 121:174-192
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Prostate Cancer Semantic Segmentation by Gleason Score Group in bi-parametric MRI with Self Attention Model on the Peripheral Zone
PMLR 121:193-204
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Priority U-Net: Detection of Punctuate White Matter Lesions in Preterm Neonate in 3D Cranial Ultrasonography
PMLR 121:205-216
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Understanding Alzheimer disease’s structural connectivity through explainable AI
PMLR 121:217-229
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Training deep segmentation networks on texture-encoded input: application to neuroimaging of the developing neonatal brain
PMLR 121:230-240
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A deep learning approach to segmentation of the developing cortex in fetal brain MRI with minimal manual labeling
PMLR 121:241-261
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Locating Cephalometric X-Ray Landmarks with Foveated Pyramid Attention
PMLR 121:262-276
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Quantifying the Value of Lateral Views in Deep Learning for Chest X-rays
PMLR 121:288-303
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An Auxiliary Task for Learning Nuclei Segmentation in 3D Microscopy Images
PMLR 121:304-321
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Feature Disentanglement to Aid Imaging Biomarker Characterization for Genetic Mutations
PMLR 121:349-364
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Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision
PMLR 121:365-381
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Skull R-CNN: A CNN-based network for the skull fracture detection
PMLR 121:382-392
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Well-Calibrated Regression Uncertainty in Medical Imaging with Deep Learning
PMLR 121:393-412
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Continual Learning for Domain Adaptation in Chest X-ray Classification
PMLR 121:413-423
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Generating Fundus Fluorescence Angiography Images from Structure Fundus Images Using Generative Adversarial Networks
PMLR 121:424-439
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Joint Learning of Vessel Segmentation and Artery/Vein Classification with Post-processing
PMLR 121:440-453
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Laplacian pyramid-based complex neural network learning for fast MR imaging
PMLR 121:454-464
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Efficient Out-of-Distribution Detection in Digital Pathology Using Multi-Head Convolutional Neural Networks
PMLR 121:465-478
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How Distance Transform Maps Boost Segmentation CNNs: An Empirical Study
PMLR 121:479-492
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Cascade Dual-branch Deep Neural Networks for Retinal Layer and fluid Segmentation of Optical Coherence Tomography Incorporating Relative Positional Map
PMLR 121:493-502
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Siamese Content Loss Networks for Highly Imbalanced Medical Image Segmentation
PMLR 121:503-514
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KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflow
PMLR 121:515-526
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DRMIME: Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image Registration
PMLR 121:527-543
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End-to-end learning of convolutional neural net and dynamic programming for left ventricle segmentation
PMLR 121:555-569
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Multitask radiological modality invariant landmark localization using deep reinforcement learning
PMLR 121:588-600
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Mutual information deep regularization for semi-supervised segmentation
PMLR 121:601-613
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Towards multi-sequence MR image recovery from undersampled k-space data
PMLR 121:614-623
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On Direct Distribution Matching for Adapting Segmentation Networks
PMLR 121:624-637
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Deep learning-based parameter mapping for joint relaxation and diffusion tensor MR Fingerprinting
PMLR 121:638-654
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Red-GAN: Attacking class imbalance via conditioned generation. Yet another medical imaging perspective.
PMLR 121:655-668
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MAC-ReconNet: A Multiple Acquisition Context based Convolutional Neural Network for MR Image Reconstruction using Dynamic Weight Prediction
PMLR 121:696-708
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Deep learning-based retinal vessel segmentation with cross-modal evaluation
PMLR 121:709-720
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A Heteroscedastic Uncertainty Model for Decoupling Sources of MRI Image Quality
PMLR 121:733-742
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Automatic Diagnosis of Pulmonary Embolism Using an Attention-guided Framework: A Large-scale Study
PMLR 121:743-754
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Uncertainty-based Graph Convolutional Networks for Organ Segmentation Refinement
PMLR 121:755-769
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Extending Unsupervised Neural Image Compression With Supervised Multitask Learning
PMLR 121:770-783
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Knee Injury Detection using MRI with Efficiently-Layered Network (ELNet)
PMLR 121:784-794
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Domain adaptation model for retinopathy detection from cross-domain OCT images
PMLR 121:795-810
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Automated Labelling using an Attention model for Radiology reports of MRI scans (ALARM)
PMLR 121:811-826
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Improving the Ability of Deep Neural Networks to Use Information from Multiple Views in Breast Cancer Screening
PMLR 121:827-842
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Beyond Classification: Whole Slide Tissue Histopathology Analysis By End-To-End Part Learning
PMLR 121:843-856
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Correlation via Synthesis: End-to-end Image Generation and Radiogenomic Learning Based on Generative Adversarial Network
PMLR 121:857-866
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Brain Metastasis Segmentation Network Trained with Robustness to Annotations with Multiple False Negatives
PMLR 121:867-880
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Bayesian Learning of Probabilistic Dipole Inversion for Quantitative Susceptibility Mapping
PMLR 121:892-902
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SAU-Net: Efficient 3D Spine MRI Segmentation Using Inter-Slice Attention
PMLR 121:903-913
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Direct estimation of fetal head circumference from ultrasound images based on regression CNN
PMLR 121:914-922
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Accurate Detection of Out of Body Segments in Surgical Video using Semi-Supervised Learning
PMLR 121:923-936
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