Information Processing in Medical Imaging

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Resolving Quantitative MRI Model Degeneracy with Machine Learning via Training Data Distribution Design
3. Altmetric Badge
   Chapter 2 Subtype and Stage Inference with Timescales
4. Altmetric Badge
   Chapter 3 HoloBrain : A Harmonic Holography for Self-organized Brain Function
5. Altmetric Badge
   Chapter 4 Species-Shared and -Specific Brain Functional Connectomes Revealed by Shared-Unique Variational Autoencoder
6. Altmetric Badge
   Chapter 5 mSPD-NN: A Geometrically Aware Neural Framework for Biomarker Discovery from Functional Connectomics Manifolds
7. Altmetric Badge
   Chapter 6 Diffusion Model Based Semi-supervised Learning on Brain Hemorrhage Images for Efficient Midline Shift Quantification
8. Altmetric Badge
   Chapter 7 Don’t PANIC: Prototypical Additive Neural Network for Interpretable Classification of Alzheimer’s Disease
9. Altmetric Badge
   Chapter 8 Filtered Trajectory Recovery: A Continuous Extension to Event-Based Model for Alzheimer’s Disease Progression Modeling
10. Altmetric Badge
    Chapter 9 Live Image-Based Neurosurgical Guidance and Roadmap Generation Using Unsupervised Embedding
11. Altmetric Badge
    Chapter 10 Meta-information-Aware Dual-path Transformer for Differential Diagnosis of Multi-type Pancreatic Lesions in Multi-phase CT
12. Altmetric Badge
    Chapter 11 MetaViT: Metabolism-Aware Vision Transformer for Differential Diagnosis of Parkinsonism with  $$^{18}$$ 18 F-FDG PET
13. Altmetric Badge
    Chapter 12 Multi-task Multi-instance Learning for Jointly Diagnosis and Prognosis of Early-Stage Breast Invasive Carcinoma from Whole-Slide Pathological Images
14. Altmetric Badge
    Chapter 13 On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations
15. Altmetric Badge
    Chapter 14 Pixel-Level Explanation of Multiple Instance Learning Models in Biomedical Single Cell Images
16. Altmetric Badge
    Chapter 15 Transient Hemodynamics Prediction Using an Efficient Octree-Based Deep Learning Model
17. Altmetric Badge
    Chapter 16 Weakly Semi-supervised Detection in Lung Ultrasound Videos
18. Altmetric Badge
    Chapter 17 sEBM: Scaling Event Based Models to Predict Disease Progression via Implicit Biomarker Selection and Clustering
19. Altmetric Badge
    Chapter 18 Source-Free Domain Adaptation for Medical Image Segmentation via Selectively Updated Mean Teacher
20. Altmetric Badge
    Chapter 19 UPL-TTA: Uncertainty-Aware Pseudo Label Guided Fully Test Time Adaptation for Fetal Brain Segmentation
21. Altmetric Badge
    Chapter 20 Unsupervised Adaptation of Polyp Segmentation Models via Coarse-to-Fine Self-Supervision
22. Altmetric Badge
    Chapter 21 Edge-Based Graph Neural Networks for Cell-Graph Modeling and Prediction
23. Altmetric Badge
    Chapter 22 Heterogeneous Graph Convolutional Neural Network via Hodge-Laplacian for Brain Functional Data
24. Altmetric Badge
    Chapter 23 Modeling the Shape of the Brain Connectome via Deep Neural Networks
25. Altmetric Badge
    Chapter 24 TetCNN: Convolutional Neural Networks on Tetrahedral Meshes
26. Altmetric Badge
    Chapter 25 BInGo: Bayesian Intrinsic Groupwise Registration via Explicit Hierarchical Disentanglement
27. Altmetric Badge
    Chapter 26 Learning Probabilistic Piecewise Rigid Atlases of Model Organisms via Generative Deep Networks
28. Altmetric Badge
    Chapter 27 Harmonizing Flows: Unsupervised MR Harmonization Based on Normalizing Flows
29. Altmetric Badge
    Chapter 28 Vicinal Feature Statistics Augmentation for Federated 3D Medical Volume Segmentation
30. Altmetric Badge
    Chapter 29 S2DGAN: Generating Dual-energy CT from Single-energy CT for Real-time Determination of Intracerebral Hemorrhage
31. Altmetric Badge
    Chapter 30 SADM: Sequence-Aware Diffusion Model for Longitudinal Medical Image Generation
32. Altmetric Badge
    Chapter 31 An Unsupervised Framework for Joint MRI Super Resolution and Gibbs Artifact Removal
33. Altmetric Badge
    Chapter 32 OTRE: Where Optimal Transport Guided Unpaired Image-to-Image Translation Meets Regularization by Enhancing
34. Altmetric Badge
    Chapter 33 Super-Resolution Reconstruction of Fetal Brain MRI with Prior Anatomical Knowledge
35. Altmetric Badge
    Chapter 34 Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder
36. Altmetric Badge
    Chapter 35 Using Multiple Instance Learning to Build Multimodal Representations
37. Altmetric Badge
    Chapter 36 X-TRA: Improving Chest X-ray Tasks with Cross-Modal Retrieval Augmentation
38. Altmetric Badge
    Chapter 37 Differentiable Gamma Index-Based Loss Functions: Accelerating Monte-Carlo Radiotherapy Dose Simulation
39. Altmetric Badge
    Chapter 38 Scalable Orthonormal Projective NMF via Diversified Stochastic Optimization
40. Altmetric Badge
    Chapter 39 Deep Physics-Informed Super-Resolution of Cardiac 4D-Flow MRI
41. Altmetric Badge
    Chapter 40 Fast-MC-PET: A Novel Deep Learning-Aided Motion Correction and Reconstruction Framework for Accelerated PET
42. Altmetric Badge
    Chapter 41 MeshDeform: Surface Reconstruction of Subcortical Structures via Human Brain MRI
43. Altmetric Badge
    Chapter 42 Neural Implicit k-Space for Binning-Free Non-Cartesian Cardiac MR Imaging
44. Altmetric Badge
    Chapter 43 Geometric Deep Learning for Unsupervised Registration of Diffusion Magnetic Resonance Images
45. Altmetric Badge
    Chapter 44 MetaMorph: Learning Metamorphic Image Transformation with Appearance Changes
46. Altmetric Badge
    Chapter 45 NeurEPDiff: Neural Operators to Predict Geodesics in Deformation Spaces
47. Altmetric Badge
    Chapter 46 Non-rigid Medical Image Registration using Physics-informed Neural Networks
48. Altmetric Badge
    Chapter 47 POLAFFINI: Efficient Feature-Based Polyaffine Initialization for Improved Non-linear Image Registration
49. Altmetric Badge
    Chapter 48 Better Generalization of White Matter Tract Segmentation to Arbitrary Datasets with Scaled Residual Bootstrap
50. Altmetric Badge
    Chapter 49 Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-Aware Contrastive Distillation
51. Altmetric Badge
    Chapter 50 DTU-Net: Learning Topological Similarity for Curvilinear Structure Segmentation
52. Altmetric Badge
    Chapter 51 HALOS: Hallucination-Free Organ Segmentation After Organ Resection Surgery
53. Altmetric Badge
    Chapter 52 Human-Machine Interactive Tissue Prototype Learning for Label-Efficient Histopathology Image Segmentation
54. Altmetric Badge
    Chapter 53 Improved Segmentation of Deep Sulci in Cortical Gray Matter Using a Deep Learning Framework Incorporating Laplace’s Equation
55. Altmetric Badge
    Chapter 54 Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata
56. Altmetric Badge
    Chapter 55 Mixup-Privacy: A Simple yet Effective Approach for Privacy-Preserving Segmentation
57. Altmetric Badge
    Chapter 56 Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation
58. Altmetric Badge
    Chapter 57 Token Sparsification for Faster Medical Image Segmentation
59. Altmetric Badge
    Chapter 58 blob loss: Instance Imbalance Aware Loss Functions for Semantic Segmentation
60. Altmetric Badge
    Chapter 59 Noise2Contrast: Multi-contrast Fusion Enables Self-supervised Tomographic Image Denoising
61. Altmetric Badge
    Chapter 60 Precise Location Matching Improves Dense Contrastive Learning in Digital Pathology
62. Altmetric Badge
    Chapter 61 A Surface-Normal Based Neural Framework for Colonoscopy Reconstruction
63. Altmetric Badge
    Chapter 62 Hierarchical Geodesic Polynomial Model for Multilevel Analysis of Longitudinal Shape
64. Altmetric Badge
    Chapter 63 Model-Informed Deep Learning for Surface Segmentation in Medical Imaging