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Medical Image Computing and Computer Assisted Intervention – MICCAI 2019

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Cover of 'Medical Image Computing and Computer Assisted Intervention – MICCAI 2019'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Multi-scale Coarse-to-Fine Segmentation for Screening Pancreatic Ductal Adenocarcinoma
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    Chapter 2 MVP-Net: Multi-view FPN with Position-Aware Attention for Deep Universal Lesion Detection
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    Chapter 3 Spatial-Frequency Non-local Convolutional LSTM Network for pRCC Classification
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    Chapter 4 BCD-Net for Low-Dose CT Reconstruction: Acceleration, Convergence, and Generalization
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    Chapter 5 Abdominal Adipose Tissue Segmentation in MRI with Double Loss Function Collaborative Learning
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    Chapter 6 Closing the Gap Between Deep and Conventional Image Registration Using Probabilistic Dense Displacement Networks
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    Chapter 7 Generating Pareto Optimal Dose Distributions for Radiation Therapy Treatment Planning
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    Chapter 8 PAN: Projective Adversarial Network for Medical Image Segmentation
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    Chapter 9 Generative Mask Pyramid Network for CT/CBCT Metal Artifact Reduction with Joint Projection-Sinogram Correction
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    Chapter 10 Multi-class Gradient Harmonized Dice Loss with Application to Knee MR Image Segmentation
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    Chapter 11 LSRC: A Long-Short Range Context-Fusing Framework for Automatic 3D Vertebra Localization
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    Chapter 12 Contextual Deep Regression Network for Volume Estimation in Orbital CT
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    Chapter 13 Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images
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    Chapter 14 Deep Learning Based Metal Artifacts Reduction in Post-operative Cochlear Implant CT Imaging
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    Chapter 15 ImHistNet: Learnable Image Histogram Based DNN with Application to Noninvasive Determination of Carcinoma Grades in CT Scans
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    Chapter 16 DPA-DenseBiasNet: Semi-supervised 3D Fine Renal Artery Segmentation with Dense Biased Network and Deep Priori Anatomy
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    Chapter 17 Semi-supervised Segmentation of Liver Using Adversarial Learning with Deep Atlas Prior
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    Chapter 18 Pairwise Semantic Segmentation via Conjugate Fully Convolutional Network
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    Chapter 19 Unsupervised Deformable Image Registration Using Cycle-Consistent CNN
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    Chapter 20 Volumetric Attention for 3D Medical Image Segmentation and Detection
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    Chapter 21 Improving Deep Lesion Detection Using 3D Contextual and Spatial Attention
  23. Altmetric Badge
    Chapter 22 MULAN: Multitask Universal Lesion Analysis Network for Joint Lesion Detection, Tagging, and Segmentation
  24. Altmetric Badge
    Chapter 23 Artifact Disentanglement Network for Unsupervised Metal Artifact Reduction
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    Chapter 24 AirwayNet: A Voxel-Connectivity Aware Approach for Accurate Airway Segmentation Using Convolutional Neural Networks
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    Chapter 25 Integrating Cross-modality Hallucinated MRI with CT to Aid Mediastinal Lung Tumor Segmentation
  27. Altmetric Badge
    Chapter 26 Bronchus Segmentation and Classification by Neural Networks and Linear Programming
  28. Altmetric Badge
    Chapter 27 Unsupervised Segmentation of Micro-CT Images of Lung Cancer Specimen Using Deep Generative Models
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    Chapter 28 Normal Appearance Autoencoder for Lung Cancer Detection and Segmentation
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    Chapter 30 NoduleNet: Decoupled False Positive Reduction for Pulmonary Nodule Detection and Segmentation
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    Chapter 31 Encoding CT Anatomy Knowledge for Unpaired Chest X-ray Image Decomposition
  32. Altmetric Badge
    Chapter 32 Targeting Precision with Data Augmented Samples in Deep Learning
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    Chapter 33 Pulmonary Vessel Segmentation Based on Orthogonal Fused U-Net++ of Chest CT Images
  34. Altmetric Badge
    Chapter 34 Attentive CT Lesion Detection Using Deep Pyramid Inference with Multi-scale Booster
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    Chapter 35 Deep Variational Networks with Exponential Weighting for Learning Computed Tomography
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    Chapter 36 R $$^{2}$$ 2 -Net: Recurrent and Recursive Network for Sparse-View CT Artifacts Removal
  37. Altmetric Badge
    Chapter 37 Stereo-Correlation and Noise-Distribution Aware ResVoxGAN for Dense Slices Reconstruction and Noise Reduction in Thick Low-Dose CT
  38. Altmetric Badge
    Chapter 38 Harnessing 2D Networks and 3D Features for Automated Pancreas Segmentation from Volumetric CT Images
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    Chapter 39 Tubular Structure Segmentation Using Spatial Fully Connected Network with Radial Distance Loss for 3D Medical Images
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    Chapter 40 Bronchial Cartilage Assessment with Model-Based GAN Regressor
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    Chapter 41 Adversarial Optimization for Joint Registration and Segmentation in Prostate CT Radiotherapy
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    Chapter 42 Probabilistic Point Cloud Reconstructions for Vertebral Shape Analysis
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    Chapter 43 Automatically Localizing a Large Set of Spatially Correlated Key Points: A Case Study in Spine Imaging
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    Chapter 44 Permutohedral Attention Module for Efficient Non-local Neural Networks
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    Chapter 45 Improving RetinaNet for CT Lesion Detection with Dense Masks from Weak RECIST Labels
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    Chapter 46 PRSNet: Part Relation and Selection Network for Bone Age Assessment
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    Chapter 47 Mask Embedding for Realistic High-Resolution Medical Image Synthesis
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    Chapter 48 TUNA-Net: Task-Oriented UNsupervised Adversarial Network for Disease Recognition in Cross-domain Chest X-rays
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    Chapter 49 Misshapen Pelvis Landmark Detection by Spatial Local Correlation Mining for Diagnosing Developmental Dysplasia of the Hip
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    Chapter 50 Adversarial Policy Gradient for Deep Learning Image Augmentation
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    Chapter 51 Weakly Supervised Universal Fracture Detection in Pelvic X-Rays
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    Chapter 52 Learning from Suspected Target: Bootstrapping Performance for Breast Cancer Detection in Mammography
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    Chapter 53 From Unilateral to Bilateral Learning: Detecting Mammogram Masses with Contrasted Bilateral Network
  54. Altmetric Badge
    Chapter 54 Signed Laplacian Deep Learning with Adversarial Augmentation for Improved Mammography Diagnosis
  55. Altmetric Badge
    Chapter 55 Uncertainty Measurements for the Reliable Classification of Mammograms
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    Chapter 56 GraphX $$^\mathbf{\small NET } -$$ N E T - Chest X-Ray Classification Under Extreme Minimal Supervision
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    Chapter 57 3DFPN-HS $$^2$$ 2 : 3D Feature Pyramid Network Based High Sensitivity and Specificity Pulmonary Nodule Detection
  58. Altmetric Badge
    Chapter 58 Automated Detection and Type Classification of Central Venous Catheters in Chest X-Rays
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    Chapter 59 Hand Pose Estimation for Pediatric Bone Age Assessment
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    Chapter 60 An Attention-Guided Deep Regression Model for Landmark Detection in Cephalograms
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    Chapter 61 Learning-Based X-Ray Image Denoising Utilizing Model-Based Image Simulations
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    Chapter 62 LVC-Net: Medical Image Segmentation with Noisy Label Based on Local Visual Cues
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    Chapter 63 Cone-Beam Computed Tomography (CBCT) Segmentation by Adversarial Learning Domain Adaptation
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    Chapter 64 Pick-and-Learn: Automatic Quality Evaluation for Noisy-Labeled Image Segmentation
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    Chapter 65 Anatomical Priors for Image Segmentation via Post-processing with Denoising Autoencoders
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    Chapter 66 Simultaneous Lung Field Detection and Segmentation for Pediatric Chest Radiographs
  67. Altmetric Badge
    Chapter 67 Deep Esophageal Clinical Target Volume Delineation Using Encoded 3D Spatial Context of Tumors, Lymph Nodes, and Organs At Risk
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    Chapter 68 Weakly Supervised Segmentation Framework with Uncertainty: A Study on Pneumothorax Segmentation in Chest X-ray
  69. Altmetric Badge
    Chapter 69 Multi-task Localization and Segmentation for X-Ray Guided Planning in Knee Surgery
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    Chapter 70 Towards Fully Automatic X-Ray to CT Registration
  71. Altmetric Badge
    Chapter 71 Adaptive Image-Feature Learning for Disease Classification Using Inductive Graph Networks
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    Chapter 72 How to Learn from Unlabeled Volume Data: Self-supervised 3D Context Feature Learning
  73. Altmetric Badge
    Chapter 73 Probabilistic Radiomics: Ambiguous Diagnosis with Controllable Shape Analysis
  74. Altmetric Badge
    Chapter 74 Extract Bone Parts Without Human Prior: End-to-end Convolutional Neural Network for Pediatric Bone Age Assessment
  75. Altmetric Badge
    Chapter 75 Quantifying and Leveraging Classification Uncertainty for Chest Radiograph Assessment
  76. Altmetric Badge
    Chapter 76 Adversarial Regression Training for Visualizing the Progression of Chronic Obstructive Pulmonary Disease with Chest X-Rays
  77. Altmetric Badge
    Chapter 77 Medical-based Deep Curriculum Learning for Improved Fracture Classification
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    Chapter 78 Realistic Breast Mass Generation Through BIRADS Category
  79. Altmetric Badge
    Chapter 79 Learning from Longitudinal Mammography Studies
  80. Altmetric Badge
    Chapter 80 Automatic Radiology Report Generation Based on Multi-view Image Fusion and Medical Concept Enrichment
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    Chapter 81 Multi-label Thoracic Disease Image Classification with Cross-Attention Networks
  82. Altmetric Badge
    Chapter 82 InfoMask: Masked Variational Latent Representation to Localize Chest Disease
  83. Altmetric Badge
    Chapter 83 Longitudinal Change Detection on Chest X-rays Using Geometric Correlation Maps
  84. Altmetric Badge
    Chapter 84 Adversarial Pulmonary Pathology Translation for Pairwise Chest X-Ray Data Augmentation
  85. Altmetric Badge
    Chapter 85 Semi-supervised Learning by Disentangling and Self-ensembling over Stochastic Latent Space
  86. Altmetric Badge
    Chapter 86 An Automated Cobb Angle Estimation Method Using Convolutional Neural Network with Area Limitation
  87. Altmetric Badge
    Chapter 87 Endotracheal Tube Detection and Segmentation in Chest Radiographs Using Synthetic Data
  88. Altmetric Badge
    Chapter 88 Learning Interpretable Features via Adversarially Robust Optimization
  89. Altmetric Badge
    Chapter 89 Synthesize Mammogram from Digital Breast Tomosynthesis with Gradient Guided cGANs
  90. Altmetric Badge
    Chapter 90 Semi-supervised Medical Image Segmentation via Learning Consistency Under Transformations
  91. Altmetric Badge
    Chapter 91 Improved Inference via Deep Input Transfer
  92. Altmetric Badge
    Chapter 92 Neural Architecture Search for Adversarial Medical Image Segmentation
  93. Altmetric Badge
    Chapter 93 MeshSNet: Deep Multi-scale Mesh Feature Learning for End-to-End Tooth Labeling on 3D Dental Surfaces
  94. Altmetric Badge
    Chapter 94 Improving Robustness of Medical Image Diagnosis with Denoising Convolutional Neural Networks
Attention for Chapter 75: Quantifying and Leveraging Classification Uncertainty for Chest Radiograph Assessment
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Chapter title
Quantifying and Leveraging Classification Uncertainty for Chest Radiograph Assessment
Chapter number 75
Book title
Medical Image Computing and Computer Assisted Intervention – MICCAI 2019
Published by
Springer, Cham, October 2019
DOI 10.1007/978-3-030-32226-7_75
Book ISBNs
978-3-03-032225-0, 978-3-03-032226-7
Authors

Florin C. Ghesu, Bogdan Georgescu, Eli Gibson, Sebastian Guendel, Mannudeep K. Kalra, Ramandeep Singh, Subba R. Digumarthy, Sasa Grbic, Dorin Comaniciu, Ghesu, Florin C., Georgescu, Bogdan, Gibson, Eli, Guendel, Sebastian, Kalra, Mannudeep K., Singh, Ramandeep, Digumarthy, Subba R., Grbic, Sasa, Comaniciu, Dorin

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Geographical breakdown

Country Count As %
Unknown 81 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 23 28%
Student > Master 13 16%
Researcher 12 15%
Unspecified 3 4%
Student > Doctoral Student 1 1%
Other 3 4%
Unknown 26 32%
Readers by discipline Count As %
Computer Science 31 38%
Engineering 7 9%
Unspecified 3 4%
Medicine and Dentistry 2 2%
Mathematics 1 1%
Other 1 1%
Unknown 36 44%