Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Conditional Generative Adversarial Networks for Metal Artifact Reduction in CT Images of the Ear
3. Altmetric Badge
   Chapter 2 Neural Network Evolution Using Expedited Genetic Algorithm for Medical Image Denoising
4. Altmetric Badge
   Chapter 3 Deep Convolutional Filtering for Spatio-Temporal Denoising and Artifact Removal in Arterial Spin Labelling MRI
5. Altmetric Badge
   Chapter 4 DeepASL: Kinetic Model Incorporated Loss for Denoising Arterial Spin Labeled MRI via Deep Residual Learning
6. Altmetric Badge
   Chapter 5 Direct Estimation of Pharmacokinetic Parameters from DCE-MRI Using Deep CNN with Forward Physical Model Loss
7. Altmetric Badge
   Chapter 6 Short Acquisition Time PET/MR Pharmacokinetic Modelling Using CNNs
8. Altmetric Badge
   Chapter 7 Can Deep Learning Relax Endomicroscopy Hardware Miniaturization Requirements?
9. Altmetric Badge
   Chapter 8 A Framework to Objectively Identify Reference Regions for Normalizing Quantitative Imaging
10. Altmetric Badge
    Chapter 9 Evaluation of Adjoint Methods in Photoacoustic Tomography with Under-Sampled Sensors
11. Altmetric Badge
    Chapter 10 A No-Reference Quality Metric for Retinal Vessel Tree Segmentation
12. Altmetric Badge
    Chapter 11 Efficient and Accurate MRI Super-Resolution Using a Generative Adversarial Network and 3D Multi-level Densely Connected Network
13. Altmetric Badge
    Chapter 12 A Deep Learning Based Anti-aliasing Self Super-Resolution Algorithm for MRI
14. Altmetric Badge
    Chapter 13 Gradient Profile Based Super Resolution of MR Images with Induced Sparsity
15. Altmetric Badge
    Chapter 14 Deeper Image Quality Transfer: Training Low-Memory Neural Networks for 3D Images
16. Altmetric Badge
    Chapter 15 High Frame-Rate Cardiac Ultrasound Imaging with Deep Learning
17. Altmetric Badge
    Chapter 16 Phase-Sensitive Region-of-Interest Computed Tomography
18. Altmetric Badge
    Chapter 17 Some Investigations on Robustness of Deep Learning in Limited Angle Tomography
19. Altmetric Badge
    Chapter 18 Adversarial Sparse-View CBCT Artifact Reduction
20. Altmetric Badge
    Chapter 19 Nasal Mesh Unfolding – An Approach to Obtaining 2-D Skin Templates from 3-D Nose Models
21. Altmetric Badge
    Chapter 20 Towards Generating Personalized Volumetric Phantom from Patient’s Surface Geometry
22. Altmetric Badge
    Chapter 21 Multi-channel Generative Adversarial Network for Parallel Magnetic Resonance Image Reconstruction in K-space
23. Altmetric Badge
    Chapter 22 A Learning-Based Metal Artifacts Correction Method for MRI Using Dual-Polarity Readout Gradients and Simulated Data
24. Altmetric Badge
    Chapter 23 Motion Aware MR Imaging via Spatial Core Correspondence
25. Altmetric Badge
    Chapter 24 Nonparametric Density Flows for MRI Intensity Normalisation
26. Altmetric Badge
    Chapter 25 Ultra-Fast T2-Weighted MR Reconstruction Using Complementary T1-Weighted Information
27. Altmetric Badge
    Chapter 26 Image Reconstruction by Splitting Deep Learning Regularization from Iterative Inversion
28. Altmetric Badge
    Chapter 27 Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction
29. Altmetric Badge
    Chapter 28 Translation of 1D Inverse Fourier Transform of K-space to an Image Based on Deep Learning for Accelerating Magnetic Resonance Imaging
30. Altmetric Badge
    Chapter 29 Deep Learning Using K-Space Based Data Augmentation for Automated Cardiac MR Motion Artefact Detection
31. Altmetric Badge
    Chapter 30 Cardiac MR Segmentation from Undersampled k-space Using Deep Latent Representation Learning
32. Altmetric Badge
    Chapter 31 A Comprehensive Approach for Learning-Based Fully-Automated Inter-slice Motion Correction for Short-Axis Cine Cardiac MR Image Stacks
33. Altmetric Badge
    Chapter 32 Automatic View Planning with Multi-scale Deep Reinforcement Learning Agents
34. Altmetric Badge
    Chapter 33 Towards MR-Only Radiotherapy Treatment Planning: Synthetic CT Generation Using Multi-view Deep Convolutional Neural Networks
35. Altmetric Badge
    Chapter 34 Stochastic Deep Compressive Sensing for the Reconstruction of Diffusion Tensor Cardiac MRI
36. Altmetric Badge
    Chapter 35 Automatic, Fast and Robust Characterization of Noise Distributions for Diffusion MRI
37. Altmetric Badge
    Chapter 36 An Automated Localization, Segmentation and Reconstruction Framework for Fetal Brain MRI
38. Altmetric Badge
    Chapter 37 Retinal Image Understanding Emerges from Self-Supervised Multimodal Reconstruction
39. Altmetric Badge
    Chapter 38 Locality Adaptive Multi-modality GANs for High-Quality PET Image Synthesis
40. Altmetric Badge
    Chapter 39 Joint PET+MRI Patch-Based Dictionary for Bayesian Random Field PET Reconstruction
41. Altmetric Badge
    Chapter 40 Analysis of 3D Facial Dysmorphology in Genetic Syndromes from Unconstrained 2D Photographs
42. Altmetric Badge
    Chapter 41 Double Your Views – Exploiting Symmetry in Transmission Imaging
43. Altmetric Badge
    Chapter 42 Real Time RNN Based 3D Ultrasound Scan Adequacy for Developmental Dysplasia of the Hip
44. Altmetric Badge
    Chapter 43 Direct Reconstruction of Ultrasound Elastography Using an End-to-End Deep Neural Network
45. Altmetric Badge
    Chapter 44 3D Fetal Skull Reconstruction from 2DUS via Deep Conditional Generative Networks
46. Altmetric Badge
    Chapter 45 Standard Plane Detection in 3D Fetal Ultrasound Using an Iterative Transformation Network
47. Altmetric Badge
    Chapter 46 Towards Radiotherapy Enhancement and Real Time Tumor Radiation Dosimetry Through 3D Imaging of Gold Nanoparticles Using XFCT
48. Altmetric Badge
    Chapter 47 Dual-Domain Cascaded Regression for Synthesizing 7T from 3T MRI
49. Altmetric Badge
    Chapter 48 Concurrent Spatial and Channel ‘Squeeze & Excitation’ in Fully Convolutional Networks
50. Altmetric Badge
    Chapter 49 SPNet: Shape Prediction Using a Fully Convolutional Neural Network
51. Altmetric Badge
    Chapter 50 Roto-Translation Covariant Convolutional Networks for Medical Image Analysis
52. Altmetric Badge
    Chapter 51 Bimodal Network Architectures for Automatic Generation of Image Annotation from Text
53. Altmetric Badge
    Chapter 52 Multimodal Recurrent Model with Attention for Automated Radiology Report Generation
54. Altmetric Badge
    Chapter 53 Magnetic Resonance Spectroscopy Quantification Using Deep Learning
55. Altmetric Badge
    Chapter 54 A Lifelong Learning Approach to Brain MR Segmentation Across Scanners and Protocols
56. Altmetric Badge
    Chapter 55 Respond-CAM: Analyzing Deep Models for 3D Imaging Data by Visualizations
57. Altmetric Badge
    Chapter 56 Generalizability vs. Robustness: Investigating Medical Imaging Networks Using Adversarial Examples
58. Altmetric Badge
    Chapter 57 Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector
59. Altmetric Badge
    Chapter 58 3D Context Enhanced Region-Based Convolutional Neural Network for End-to-End Lesion Detection
60. Altmetric Badge
    Chapter 59 Keep and Learn: Continual Learning by Constraining the Latent Space for Knowledge Preservation in Neural Networks
61. Altmetric Badge
    Chapter 60 Distribution Matching Losses Can Hallucinate Features in Medical Image Translation
62. Altmetric Badge
    Chapter 61 Generative Invertible Networks (GIN): Pathophysiology-Interpretable Feature Mapping and Virtual Patient Generation
63. Altmetric Badge
    Chapter 62 Training Medical Image Analysis Systems like Radiologists
64. Altmetric Badge
    Chapter 63 Joint High-Order Multi-Task Feature Learning to Predict the Progression of Alzheimer’s Disease
65. Altmetric Badge
    Chapter 64 Fast Multiple Landmark Localisation Using a Patch-Based Iterative Network
66. Altmetric Badge
    Chapter 65 Omni-Supervised Learning: Scaling Up to Large Unlabelled Medical Datasets
67. Altmetric Badge
    Chapter 66 Recurrent Neural Networks for Classifying Human Embryonic Stem Cell-Derived Cardiomyocytes
68. Altmetric Badge
    Chapter 67 Group-Driven Reinforcement Learning for Personalized mHealth Intervention
69. Altmetric Badge
    Chapter 68 Joint Correlational and Discriminative Ensemble Classifier Learning for Dementia Stratification Using Shallow Brain Multiplexes
70. Altmetric Badge
    Chapter 69 FDR-HS: An Empirical Bayesian Identification of Heterogenous Features in Neuroimage Analysis
71. Altmetric Badge
    Chapter 70 Order-Sensitive Deep Hashing for Multimorbidity Medical Image Retrieval
72. Altmetric Badge
    Chapter 71 Exact Combinatorial Inference for Brain Images
73. Altmetric Badge
    Chapter 72 Statistical Inference with Ensemble of Clustered Desparsified Lasso
74. Altmetric Badge
    Chapter 73 Low-Rank Representation for Multi-center Autism Spectrum Disorder Identification
75. Altmetric Badge
    Chapter 74 Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation
76. Altmetric Badge
    Chapter 75 Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling
77. Altmetric Badge
    Chapter 76 Perfect MCMC Sampling in Bayesian MRFs for Uncertainty Estimation in Segmentation
78. Altmetric Badge
    Chapter 77 On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation
79. Altmetric Badge
    Chapter 78 Towards Safe Deep Learning: Accurately Quantifying Biomarker Uncertainty in Neural Network Predictions
80. Altmetric Badge
    Chapter 79 Registration-Based Patient-Specific Musculoskeletal Modeling Using High Fidelity Cadaveric Template Model
81. Altmetric Badge
    Chapter 80 Atlas Propagation Through Template Selection
82. Altmetric Badge
    Chapter 81 Spatio-Temporal Atlas of Bone Mineral Density Ageing
83. Altmetric Badge
    Chapter 82 Unsupervised Learning for Fast Probabilistic Diffeomorphic Registration
84. Altmetric Badge
    Chapter 83 Adversarial Similarity Network for Evaluating Image Alignment in Deep Learning Based Registration
85. Altmetric Badge
    Chapter 84 Improving Surgical Training Phantoms by Hyperrealism: Deep Unpaired Image-to-Image Translation from Real Surgeries
86. Altmetric Badge
    Chapter 85 Computing CNN Loss and Gradients for Pose Estimation with Riemannian Geometry
87. Altmetric Badge
    Chapter 86 GDL-FIRE $$^\text {4D}$$ : Deep Learning-Based Fast 4D CT Image Registration
88. Altmetric Badge
    Chapter 87 Adversarial Deformation Regularization for Training Image Registration Neural Networks
89. Altmetric Badge
    Chapter 88 Fast Registration by Boundary Sampling and Linear Programming
90. Altmetric Badge
    Chapter 89 Learning an Infant Body Model from RGB-D Data for Accurate Full Body Motion Analysis
91. Altmetric Badge
    Chapter 90 Consistent Correspondence of Cone-Beam CT Images Using Volume Functional Maps
92. Altmetric Badge
    Chapter 91 Elastic Registration of Geodesic Vascular Graphs
93. Altmetric Badge
    Chapter 92 Efficient Groupwise Registration of MR Brain Images via Hierarchical Graph Set Shrinkage
94. Altmetric Badge
    Chapter 93 Initialize Globally Before Acting Locally: Enabling Landmark-Free 3D US to MRI Registration
95. Altmetric Badge
    Chapter 94 Solving the Cross-Subject Parcel Matching Problem Using Optimal Transport
96. Altmetric Badge
    Chapter 95 GlymphVIS: Visualizing Glymphatic Transport Pathways Using Regularized Optimal Transport
97. Altmetric Badge
    Chapter 96 Hierarchical Spherical Deformation for Shape Correspondence
98. Altmetric Badge
    Chapter 97 Diffeomorphic brain shape modelling using Gauss-Newton optimisation
99. Altmetric Badge
    Chapter 97 MRI Super-Resolution using Multi-Channel Total Variation
100. Altmetric Badge
     Chapter 98 Multi-task SonoEyeNet: Detection of Fetal Standardized Planes Assisted by Generated Sonographer Attention Maps
101. Altmetric Badge
     Chapter 99 Efficient Laplace Approximation for Bayesian Registration Uncertainty Quantification