Medical Image Computing and Computer Assisted Intervention – MICCAI 2022

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Progression Models for Imaging Data with Longitudinal Variational Auto Encoders
3. Altmetric Badge
   Chapter 2 Boundary-Enhanced Self-supervised Learning for Brain Structure Segmentation
4. Altmetric Badge
   Chapter 3 Domain-Prior-Induced Structural MRI Adaptation for Clinical Progression Prediction of Subjective Cognitive Decline
5. Altmetric Badge
   Chapter 4 3D Global Fourier Network for Alzheimer’s Disease Diagnosis Using Structural MRI
6. Altmetric Badge
   Chapter 5 CASHformer: Cognition Aware SHape Transformer for Longitudinal Analysis
7. Altmetric Badge
   Chapter 6 Interpretable Differential Diagnosis for Alzheimer’s Disease and Frontotemporal Dementia
8. Altmetric Badge
   Chapter 7 Is a PET All You Need? A Multi-modal Study for Alzheimer’s Disease Using 3D CNNs
9. Altmetric Badge
   Chapter 8 Unsupervised Representation Learning of Cingulate Cortical Folding Patterns
10. Altmetric Badge
    Chapter 9 Feature Robustness and Sex Differences in Medical Imaging: A Case Study in MRI-Based Alzheimer’s Disease Detection
11. Altmetric Badge
    Chapter 10 Extended Electrophysiological Source Imaging with Spatial Graph Filters
12. Altmetric Badge
    Chapter 11 Hybrid Graph Transformer for Tissue Microstructure Estimation with Undersampled Diffusion MRI Data
13. Altmetric Badge
    Chapter 12 Atlas-Powered Deep Learning (ADL) - Application to Diffusion Weighted MRI
14. Altmetric Badge
    Chapter 13 One-Shot Segmentation of Novel White Matter Tracts via Extensive Data Augmentation
15. Altmetric Badge
    Chapter 14 Accurate Corresponding Fiber Tract Segmentation via FiberGeoMap Learner
16. Altmetric Badge
    Chapter 15 An Adaptive Network with Extragradient for Diffusion MRI-Based Microstructure Estimation
17. Altmetric Badge
    Chapter 16 Shape-Based Features of White Matter Fiber-Tracts Associated with Outcome in Major Depression Disorder
18. Altmetric Badge
    Chapter 17 White Matter Tracts are Point Clouds: Neuropsychological Score Prediction and Critical Region Localization via Geometric Deep Learning
19. Altmetric Badge
    Chapter 18 Segmentation of Whole-Brain Tractography: A Deep Learning Algorithm Based on 3D Raw Curve Points
20. Altmetric Badge
    Chapter 19 TractoFormer: A Novel Fiber-Level Whole Brain Tractography Analysis Framework Using Spectral Embedding and Vision Transformers
21. Altmetric Badge
    Chapter 20 Multi-site Normative Modeling of Diffusion Tensor Imaging Metrics Using Hierarchical Bayesian Regression
22. Altmetric Badge
    Chapter 21 Contrastive Functional Connectivity Graph Learning for Population-based fMRI Classification
23. Altmetric Badge
    Chapter 22 Joint Graph Convolution for Analyzing Brain Structural and Functional Connectome
24. Altmetric Badge
    Chapter 23 Decoding Task Sub-type States with Group Deep Bidirectional Recurrent Neural Network
25. Altmetric Badge
    Chapter 24 Hierarchical Brain Networks Decomposition via Prior Knowledge Guided Deep Belief Network
26. Altmetric Badge
    Chapter 25 Interpretable Signature of Consciousness in Resting-State Functional Network Brain Activity
27. Altmetric Badge
    Chapter 26 Nonlinear Conditional Time-Varying Granger Causality of Task fMRI via Deep Stacking Networks and Adaptive Convolutional Kernels
28. Altmetric Badge
    Chapter 27 fMRI Neurofeedback Learning Patterns are Predictive of Personal and Clinical Traits
29. Altmetric Badge
    Chapter 28 Multi-head Attention-Based Masked Sequence Model for Mapping Functional Brain Networks
30. Altmetric Badge
    Chapter 29 Dual-HINet: Dual Hierarchical Integration Network of Multigraphs for Connectional Brain Template Learning
31. Altmetric Badge
    Chapter 30 RefineNet: An Automated Framework to Generate Task and Subject-Specific Brain Parcellations for Resting-State fMRI Analysis
32. Altmetric Badge
    Chapter 31 Modelling Cycles in Brain Networks with the Hodge Laplacian
33. Altmetric Badge
    Chapter 32 Predicting Spatio-Temporal Human Brain Response Using fMRI
34. Altmetric Badge
    Chapter 33 Revealing Continuous Brain Dynamical Organization with Multimodal Graph Transformer
35. Altmetric Badge
    Chapter 34 Explainable Contrastive Multiview Graph Representation of Brain, Mind, and Behavior
36. Altmetric Badge
    Chapter 35 Embedding Human Brain Function via Transformer
37. Altmetric Badge
    Chapter 36 How Much to Aggregate: Learning Adaptive Node-Wise Scales on Graphs for Brain Networks
38. Altmetric Badge
    Chapter 37 Combining Multiple Atlases to Estimate Data-Driven Mappings Between Functional Connectomes Using Optimal Transport
39. Altmetric Badge
    Chapter 38 The Semi-constrained Network-Based Statistic (scNBS): Integrating Local and Global Information for Brain Network Inference
40. Altmetric Badge
    Chapter 39 Unified Embeddings of Structural and Functional Connectome via a Function-Constrained Structural Graph Variational Auto-Encoder
41. Altmetric Badge
    Chapter 40 Characterization of Brain Activity Patterns Across States of Consciousness Based on Variational Auto-Encoders
42. Altmetric Badge
    Chapter 41 Conditional VAEs for Confound Removal and Normative Modelling of Neurodegenerative Diseases
43. Altmetric Badge
    Chapter 42 Semi-supervised Learning with Data Harmonisation for Biomarker Discovery from Resting State fMRI
44. Altmetric Badge
    Chapter 43 Cerebral Microbleeds Detection Using a 3D Feature Fused Region Proposal Network with Hard Sample Prototype Learning
45. Altmetric Badge
    Chapter 44 Brain-Aware Replacements for Supervised Contrastive Learning in Detection of Alzheimer’s Disease
46. Altmetric Badge
    Chapter 45 AANet: Artery-Aware Network for Pulmonary Embolism Detection in CTPA Images
47. Altmetric Badge
    Chapter 46 Siamese Encoder-based Spatial-Temporal Mixer for Growth Trend Prediction of Lung Nodules on CT Scans
48. Altmetric Badge
    Chapter 47 What Makes for Automatic Reconstruction of Pulmonary Segments
49. Altmetric Badge
    Chapter 48 CFDA: Collaborative Feature Disentanglement and Augmentation for Pulmonary Airway Tree Modeling of COVID-19 CTs
50. Altmetric Badge
    Chapter 49 Decoupling Predictions in Distributed Learning for Multi-center Left Atrial MRI Segmentation
51. Altmetric Badge
    Chapter 50 Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision
52. Altmetric Badge
    Chapter 51 Diffusion Deformable Model for 4D Temporal Medical Image Generation
53. Altmetric Badge
    Chapter 52 SAPJNet: Sequence-Adaptive Prototype-Joint Network for Small Sample Multi-sequence MRI Diagnosis
54. Altmetric Badge
    Chapter 53 Evolutionary Multi-objective Architecture Search Framework: Application to COVID-19 3D CT Classification
55. Altmetric Badge
    Chapter 54 Detecting Aortic Valve Pathology from the 3-Chamber Cine Cardiac MRI View
56. Altmetric Badge
    Chapter 55 CheXRelNet : An Anatomy-Aware Model for Tracking Longitudinal Relationships Between Chest X-Rays
57. Altmetric Badge
    Chapter 56 Reinforcement Learning for Active Modality Selection During Diagnosis
58. Altmetric Badge
    Chapter 57 Ensembled Prediction of Rheumatic Heart Disease from Ungated Doppler Echocardiography Acquired in Low-Resource Settings
59. Altmetric Badge
    Chapter 58 Attention Mechanisms for Physiological Signal Deep Learning: Which Attention Should We Take?
60. Altmetric Badge
    Chapter 59 Computer-Aided Tuberculosis Diagnosis with Attribute Reasoning Assistance
61. Altmetric Badge
    Chapter 60 Multimodal Contrastive Learning for Prospective Personalized Estimation of CT Organ Dose
62. Altmetric Badge
    Chapter 61 RTN: Reinforced Transformer Network for Coronary CT Angiography Vessel-level Image Quality Assessment
63. Altmetric Badge
    Chapter 62 A Comprehensive Study of Modern Architectures and Regularization Approaches on CheXpert5000
64. Altmetric Badge
    Chapter 63 LSSANet: A Long Short Slice-Aware Network for Pulmonary Nodule Detection
65. Altmetric Badge
    Chapter 64 Consistency-Based Semi-supervised Evidential Active Learning for Diagnostic Radiograph Classification
66. Altmetric Badge
    Chapter 65 Self-Rating Curriculum Learning for Localization and Segmentation of Tuberculosis on Chest Radiograph
67. Altmetric Badge
    Chapter 66 Rib Suppression in Digital Chest Tomosynthesis
68. Altmetric Badge
    Chapter 67 Multi-task Lung Nodule Detection in Chest Radiographs with a Dual Head Network
69. Altmetric Badge
    Chapter 68 Data-Driven Deep Supervision for Skin Lesion Classification
70. Altmetric Badge
    Chapter 69 Out-of-Distribution Detection for Long-Tailed and Fine-Grained Skin Lesion Images
71. Altmetric Badge
    Chapter 70 FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis
72. Altmetric Badge
    Chapter 71 Reliability-Aware Contrastive Self-ensembling for Semi-supervised Medical Image Classification