↓ Skip to main content

Machine Learning in Medical Imaging

Overview of attention for book
Cover of 'Machine Learning in Medical Imaging'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Temporal-Adaptive Graph Convolutional Network for Automated Identification of Major Depressive Disorder Using Resting-State fMRI
  3. Altmetric Badge
    Chapter 2 Error Attention Interactive Segmentation of Medical Image Through Matting and Fusion
  4. Altmetric Badge
    Chapter 3 A Novel fMRI Representation Learning Framework with GAN
  5. Altmetric Badge
    Chapter 4 Semi-supervised Segmentation with Self-training Based on Quality Estimation and Refinement
  6. Altmetric Badge
    Chapter 5 3D Segmentation Networks for Excessive Numbers of Classes: Distinct Bone Segmentation in Upper Bodies
  7. Altmetric Badge
    Chapter 6 Super Resolution of Arterial Spin Labeling MR Imaging Using Unsupervised Multi-scale Generative Adversarial Network
  8. Altmetric Badge
    Chapter 7 Self-recursive Contextual Network for Unsupervised 3D Medical Image Registration
  9. Altmetric Badge
    Chapter 8 Automated Tumor Proportion Scoring for Assessment of PD-L1 Expression Based on Multi-Stage Ensemble Strategy
  10. Altmetric Badge
    Chapter 9 Uncertainty Quantification in Medical Image Segmentation with Normalizing Flows
  11. Altmetric Badge
    Chapter 10 Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest
  12. Altmetric Badge
    Chapter 11 A 3D+2D CNN Approach Incorporating Boundary Loss for Stroke Lesion Segmentation
  13. Altmetric Badge
    Chapter 12 Linking Adolescent Brain MRI to Obesity via Deep Multi-cue Regression Network
  14. Altmetric Badge
    Chapter 13 Robust Multiple Sclerosis Lesion Inpainting with Edge Prior
  15. Altmetric Badge
    Chapter 14 Segmentation to Label: Automatic Coronary Artery Labeling from Mask Parcellation
  16. Altmetric Badge
    Chapter 15 GSR-Net: Graph Super-Resolution Network for Predicting High-Resolution from Low-Resolution Functional Brain Connectomes
  17. Altmetric Badge
    Chapter 16 Anatomy-Aware Cardiac Motion Estimation
  18. Altmetric Badge
    Chapter 17 Division and Fusion: Rethink Convolutional Kernels for 3D Medical Image Segmentation
  19. Altmetric Badge
    Chapter 18 LDGAN: Longitudinal-Diagnostic Generative Adversarial Network for Disease Progression Prediction with Missing Structural MRI
  20. Altmetric Badge
    Chapter 19 Unsupervised MRI Homogenization: Application to Pediatric Anterior Visual Pathway Segmentation
  21. Altmetric Badge
    Chapter 20 Boundary-Aware Network for Kidney Tumor Segmentation
  22. Altmetric Badge
    Chapter 21 O-Net: An Overall Convolutional Network for Segmentation Tasks
  23. Altmetric Badge
    Chapter 22 Label-Driven Brain Deformable Registration Using Structural Similarity and Nonoverlap Constraints
  24. Altmetric Badge
    Chapter 23 EczemaNet: Automating Detection and Severity Assessment of Atopic Dermatitis
  25. Altmetric Badge
    Chapter 24 Deep Distance Map Regression Network with Shape-Aware Loss for Imbalanced Medical Image Segmentation
  26. Altmetric Badge
    Chapter 25 Joint Appearance-Feature Domain Adaptation: Application to QSM Segmentation Transfer
  27. Altmetric Badge
    Chapter 26 Exploring Functional Difference Between Gyri and Sulci via Region-Specific 1D Convolutional Neural Networks
  28. Altmetric Badge
    Chapter 27 Detection of Ischemic Infarct Core in Non-contrast Computed Tomography
  29. Altmetric Badge
    Chapter 28 Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers
  30. Altmetric Badge
    Chapter 29 Extended Capture Range of Rigid 2D/3D Registration by Estimating Riemannian Pose Gradients
  31. Altmetric Badge
    Chapter 30 Structural Connectivity Enriched Functional Brain Network Using Simplex Regression with GraphNet
  32. Altmetric Badge
    Chapter 31 Constructing High-Order Dynamic Functional Connectivity Networks from Resting-State fMRI for Brain Dementia Identification
  33. Altmetric Badge
    Chapter 32 Multi-tasking Siamese Networks for Breast Mass Detection Using Dual-View Mammogram Matching
  34. Altmetric Badge
    Chapter 33 3D Volume Reconstruction from Single Lateral X-Ray Image via Cross-Modal Discrete Embedding Transition
  35. Altmetric Badge
    Chapter 34 Cleft Volume Estimation and Maxilla Completion Using Cascaded Deep Neural Networks
  36. Altmetric Badge
    Chapter 35 A Deep Network for Joint Registration and Reconstruction of Images with Pathologies
  37. Altmetric Badge
    Chapter 36 Learning Conditional Deformable Shape Templates for Brain Anatomy
  38. Altmetric Badge
    Chapter 37 Demographic-Guided Attention in Recurrent Neural Networks for Modeling Neuropathophysiological Heterogeneity
  39. Altmetric Badge
    Chapter 38 Unsupervised Learning for Spherical Surface Registration
  40. Altmetric Badge
    Chapter 39 Anatomy-Guided Convolutional Neural Network for Motion Correction in Fetal Brain MRI
  41. Altmetric Badge
    Chapter 40 Gyral Growth Patterns of Macaque Brains Revealed by Scattered Orthogonal Nonnegative Matrix Factorization
  42. Altmetric Badge
    Chapter 41 Inhomogeneity Correction in Magnetic Resonance Images Using Deep Image Priors
  43. Altmetric Badge
    Chapter 42 Hierarchical and Robust Pathology Image Reading for High-Throughput Cervical Abnormality Screening
  44. Altmetric Badge
    Chapter 43 Importance Driven Continual Learning for Segmentation Across Domains
  45. Altmetric Badge
    Chapter 44 RDCNet: Instance Segmentation with a Minimalist Recurrent Residual Network
  46. Altmetric Badge
    Chapter 45 Automatic Segmentation of Achilles Tendon Tissues Using Deep Convolutional Neural Network
  47. Altmetric Badge
    Chapter 46 An End to End System for Measuring Axon Growth
  48. Altmetric Badge
    Chapter 47 Interwound Structural and Functional Difference Between Preterm and Term Infant Brains Revealed by Multi-view CCA
  49. Altmetric Badge
    Chapter 48 Graph Convolutional Network Based Point Cloud for Head and Neck Vessel Labeling
  50. Altmetric Badge
    Chapter 49 Unsupervised Learning-Based Nonrigid Registration of High Resolution Histology Images
  51. Altmetric Badge
    Chapter 50 Additive Angular Margin for Few Shot Learning to Classify Clinical Endoscopy Images
  52. Altmetric Badge
    Chapter 51 Extracting and Leveraging Nodule Features with Lung Inpainting for Local Feature Augmentation
  53. Altmetric Badge
    Chapter 52 Gambling Adversarial Nets for Hard Sample Mining and Structured Prediction: Application in Ultrasound Thyroid Nodule Segmentation
  54. Altmetric Badge
    Chapter 53 Mammographic Image Conversion Between Source and Target Acquisition Systems Using cGAN
  55. Altmetric Badge
    Chapter 54 An End-to-End Learnable Flow Regularized Model for Brain Tumor Segmentation
  56. Altmetric Badge
    Chapter 55 Neural Architecture Search for Microscopy Cell Segmentation
  57. Altmetric Badge
    Chapter 56 Classification of Ulcerative Colitis Severity in Colonoscopy Videos Using Vascular Pattern Detection
  58. Altmetric Badge
    Chapter 57 Predicting Catheter Ablation Outcomes with Pre-ablation Heart Rhythm Data: Less Is More
  59. Altmetric Badge
    Chapter 58 AdaBoosted Deep Ensembles: Getting Maximum Performance Out of Small Training Datasets
  60. Altmetric Badge
    Chapter 59 Cross-Task Representation Learning for Anatomical Landmark Detection
  61. Altmetric Badge
    Chapter 60 Cycle Ynet: Semi-supervised Tracking of 3D Anatomical Landmarks
  62. Altmetric Badge
    Chapter 61 Learning Hierarchical Semantic Correspondence and Gland Instance Segmentation
  63. Altmetric Badge
    Chapter 62 Open-Set Recognition for Skin Lesions Using Dermoscopic Images
  64. Altmetric Badge
    Chapter 63 End-to-End Coordinate Regression Model with Attention-Guided Mechanism for Landmark Localization in 3D Medical Images
  65. Altmetric Badge
    Chapter 64 Enhanced MRI Reconstruction Network Using Neural Architecture Search
  66. Altmetric Badge
    Chapter 65 Learning Invariant Feature Representation to Improve Generalization Across Chest X-Ray Datasets
  67. Altmetric Badge
    Chapter 66 Noise-Aware Standard-Dose PET Reconstruction Using General and Adaptive Robust Loss
  68. Altmetric Badge
    Chapter 67 Semi-supervised Transfer Learning for Infant Cerebellum Tissue Segmentation
  69. Altmetric Badge
    Chapter 68 Informative Feature-Guided Siamese Network for Early Diagnosis of Autism
Attention for Chapter 23: EczemaNet: Automating Detection and Severity Assessment of Atopic Dermatitis
Altmetric Badge

Mentioned by

1 news outlet
7 X users


7 Dimensions

Readers on

34 Mendeley
You are seeing a free-to-access but limited selection of the activity Altmetric has collected about this research output. Click here to find out more.
Chapter title
EczemaNet: Automating Detection and Severity Assessment of Atopic Dermatitis
Chapter number 23
Book title
Machine Learning in Medical Imaging
Published by
Springer, Cham, September 2020
DOI 10.1007/978-3-030-59861-7_23
Book ISBNs
978-3-03-059860-0, 978-3-03-059861-7

Kevin Pan, Guillem Hurault, Kai Arulkumaran, Hywel C. Williams, Reiko J. Tanaka, Pan, Kevin, Hurault, Guillem, Arulkumaran, Kai, Williams, Hywel C., Tanaka, Reiko J.

X Demographics

X Demographics

The data shown below were collected from the profiles of 7 X users who shared this research output. Click here to find out more about how the information was compiled.
As of 1 July 2024, you may notice a temporary increase in the numbers of X profiles with Unknown location. Click here to learn more.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 34 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 34 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 4 12%
Researcher 3 9%
Other 2 6%
Student > Bachelor 2 6%
Student > Master 2 6%
Other 2 6%
Unknown 19 56%
Readers by discipline Count As %
Computer Science 5 15%
Engineering 4 12%
Unspecified 1 3%
Biochemistry, Genetics and Molecular Biology 1 3%
Mathematics 1 3%
Other 3 9%
Unknown 19 56%