Machine Learning in Medical Imaging

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Structural MRI Harmonization via Disentangled Latent Energy-Based Style Translation
3. Altmetric Badge
   Chapter 2 Cross-Domain Iterative Network for Simultaneous Denoising, Limited-Angle Reconstruction, and Attenuation Correction of Cardiac SPECT
4. Altmetric Badge
   Chapter 3 Arbitrary Reduction of MRI Inter-slice Spacing Using Hierarchical Feature Conditional Diffusion
5. Altmetric Badge
   Chapter 4 Reconstruction of 3D Fetal Brain MRI from 2D Cross-Sectional Acquisitions Using Unsupervised Learning Network
6. Altmetric Badge
   Chapter 5 Robust Unsupervised Super-Resolution of Infant MRI via Dual-Modal Deep Image Prior
7. Altmetric Badge
   Chapter 6 SR4ZCT: Self-supervised Through-Plane Resolution Enhancement for CT Images with Arbitrary Resolution and Overlap
8. Altmetric Badge
   Chapter 7 unORANIC: Unsupervised Orthogonalization of Anatomy and Image-Characteristic Features
9. Altmetric Badge
   Chapter 8 An Investigation of Different Deep Learning Pipelines for GABA-Edited MRS Reconstruction
10. Altmetric Badge
    Chapter 9 Towards Abdominal 3-D Scene Rendering from Laparoscopy Surgical Videos Using NeRFs
11. Altmetric Badge
    Chapter 10 Brain MRI to PET Synthesis and Amyloid Estimation in Alzheimer’s Disease via 3D Multimodal Contrastive GAN
12. Altmetric Badge
    Chapter 11 Accelerated MRI Reconstruction via Dynamic Deformable Alignment Based Transformer
13. Altmetric Badge
    Chapter 12 Deformable Cross-Attention Transformer for Medical Image Registration
14. Altmetric Badge
    Chapter 13 Deformable Medical Image Registration Under Distribution Shifts with Neural Instance Optimization
15. Altmetric Badge
    Chapter 14 Implicitly Solved Regularization for Learning-Based Image Registration
16. Altmetric Badge
    Chapter 15 BHSD: A 3D Multi-class Brain Hemorrhage Segmentation Dataset
17. Altmetric Badge
    Chapter 16 Contrastive Learning-Based Breast Tumor Segmentation in DCE-MRI
18. Altmetric Badge
    Chapter 17 FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation
19. Altmetric Badge
    Chapter 18 Mammo-SAM: Adapting Foundation Segment Anything Model for Automatic Breast Mass Segmentation in Whole Mammograms
20. Altmetric Badge
    Chapter 19 Consistent and Accurate Segmentation for Serial Infant Brain MR Images with Registration Assistance
21. Altmetric Badge
    Chapter 20 Unifying and Personalizing Weakly-Supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation
22. Altmetric Badge
    Chapter 21 Unlocking Fine-Grained Details with Wavelet-Based High-Frequency Enhancement in Transformers
23. Altmetric Badge
    Chapter 22 Prostate Segmentation Using Multiparametric and Multiplanar Magnetic Resonance Images
24. Altmetric Badge
    Chapter 23 SPPNet: A Single-Point Prompt Network for Nuclei Image Segmentation
25. Altmetric Badge
    Chapter 24 Automated Coarse-to-Fine Segmentation of Thoracic Duct Using Anatomy Priors and Topology-Guided Curved Planar Reformation
26. Altmetric Badge
    Chapter 25 Leveraging Self-attention Mechanism in Vision Transformers for Unsupervised Segmentation of Optical Coherence Microscopy White Matter Images
27. Altmetric Badge
    Chapter 26 PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation
28. Altmetric Badge
    Chapter 27 A Super Token Vision Transformer and CNN Parallel Branch Network for mCNV Lesion Segmentation in OCT Images
29. Altmetric Badge
    Chapter 28 Boundary-RL: Reinforcement Learning for Weakly-Supervised Prostate Segmentation in TRUS Images
30. Altmetric Badge
    Chapter 29 A Domain-Free Semi-supervised Method for Myocardium Segmentation in 2D Echocardiography Sequences
31. Altmetric Badge
    Chapter 30 Self-training with Domain-Mixed Data for Few-Shot Domain Adaptation in Medical Image Segmentation Tasks
32. Altmetric Badge
    Chapter 31 Bridging the Task Barriers: Online Knowledge Distillation Across Tasks for Semi-supervised Mediastinal Segmentation in CT
33. Altmetric Badge
    Chapter 32 RelationalUNet for Image Segmentation
34. Altmetric Badge
    Chapter 33 Interpretability-Guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data
35. Altmetric Badge
    Chapter 34 Improving Automated Prostate Cancer Detection and Classification Accuracy with Multi-scale Cancer Information
36. Altmetric Badge
    Chapter 35 Skin Lesion Segmentation Improved by Transformer-Based Networks with Inter-scale Dependency Modeling
37. Altmetric Badge
    Chapter 36 MagNET: Modality-Agnostic Network for Brain Tumor Segmentation and Characterization with Missing Modalities
38. Altmetric Badge
    Chapter 37 Unsupervised Anomaly Detection in Medical Images Using Masked Diffusion Model
39. Altmetric Badge
    Chapter 38 IA-GCN: Interpretable Attention Based Graph Convolutional Network for Disease Prediction
40. Altmetric Badge
    Chapter 39 Multi-modal Adapter for Medical Vision-and-Language Learning
41. Altmetric Badge
    Chapter 40 Vector Quantized Multi-modal Guidance for Alzheimer’s Disease Diagnosis Based on Feature Imputation
42. Altmetric Badge
    Chapter 41 Finding-Aware Anatomical Tokens for Chest X-Ray Automated Reporting
43. Altmetric Badge
    Chapter 42 Dual-Stream Model with Brain Metrics and Images for MRI-Based Fetal Brain Age Estimation
44. Altmetric Badge
    Chapter 43 PECon: Contrastive Pretraining to Enhance Feature Alignment Between CT and EHR Data for Improved Pulmonary Embolism Diagnosis
45. Altmetric Badge
    Chapter 44 Exploring the Transfer Learning Capabilities of CLIP in Domain Generalization for Diabetic Retinopathy
46. Altmetric Badge
    Chapter 45 More from Less: Self-supervised Knowledge Distillation for Routine Histopathology Data
47. Altmetric Badge
    Chapter 46 Tailoring Large Language Models to Radiology: A Preliminary Approach to LLM Adaptation for a Highly Specialized Domain