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1. Nuclear Instance Segmentation Using a Proposal-Free Spatially Aware Deep Learning Framework

2. High Throughput Computation of Reference Ranges of Biventricular Cardiac Function on the UK Biobank Population Cohort

3. Semi-supervised Assessment of Incomplete LV Coverage in Cardiac MRI Using Generative Adversarial Nets

4. Nuclei Detection Using Mixture Density Networks

5. Automated Quality Assessment of Cardiac MR Images Using Convolutional Neural Networks

6. Generalised Coherent Point Drift for Group-Wise Registration of Multi-dimensional Point Sets

7. Multi-class Image Segmentation in Fluorescence Microscopy Using Polytrees

8. Joint Clustering and Component Analysis of Spatio-Temporal Shape Patterns in Myocardial Infarction

9. Reconstruction of Coronary Artery Centrelines from X-Ray Angiography Using a Mixture of Student’s t-Distributions

10. Direct Estimation of Wall Shear Stress from Aneurysmal Morphology: A Statistical Approach

11. A Multi-resolution T-Mixture Model Approach to Robust Group-Wise Alignment of Shapes

13. Joint Clustering and Component Analysis of Correspondenceless Point Sets: Application to Cardiac Statistical Modeling

19. Simulation and Synthesis in Medical Imaging

20. Tunable CT Lung Nodule Synthesis Conditioned on Background Image and Semantic Features

21. Towards Annotation-Free Segmentation of Fluorescently Labeled Cell Membranes in Confocal Microscopy Images

22. Unsupervised Retina Image Synthesis via Disentangled Representation Learning

23. Unpaired Multi-contrast MR Image Synthesis Using Generative Adversarial Networks

24. An Optical Model of Whole Blood for Detecting Platelets in Lens-Free Images

25. Breast Mass Detection in Mammograms via Blending Adversarial Learning

26. Mask2Lesion: Mask-Constrained Adversarial Skin Lesion Image Synthesis

27. Pseudo-normal PET Synthesis with Generative Adversarial Networks for Localising Hypometabolism in Epilepsies

28. Improved MR to CT Synthesis for PET/MR Attenuation Correction Using Imitation Learning

29. Evaluation of the Realism of an MRI Simulator for Stroke Lesion Prediction Using Convolutional Neural Network

30. Empirical Bayesian Mixture Models for Medical Image Translation

31. iSMORE: An Iterative Self Super-Resolution Algorithm

32. Intelligent Image Synthesis to Attack a Segmentation CNN Using Adversarial Learning

33. Cycle-Consistent Training for Reducing Negative Jacobian Determinant in Deep Registration Networks

34. 3D Medical Image Synthesis by Factorised Representation and Deformable Model Learning

35. Physics-Informed Brain MRI Segmentation

36. A Machine Learning Approach to Diffusion MRI Partial Volume Estimation

37. MRI to FDG-PET: Cross-Modal Synthesis Using 3D U-Net for Multi-modal Alzheimer’s Classification

38. Model-Based Generation of Synthetic 3D Time-Lapse Sequences of Multiple Mutually Interacting Motile Cells with Filopodia

39. Medical Image Synthesis for Data Augmentation and Anonymization Using Generative Adversarial Networks

40. Cross-Modality Image Synthesis from Unpaired Data Using CycleGAN : Effects of Gradient Consistency Loss and Training Data Size

41. Deep Boosted Regression for MR to CT Synthesis

42. Unsupervised Learning for Cross-Domain Medical Image Synthesis Using Deformation Invariant Cycle Consistency Networks

43. Data Augmentation Using Synthetic Lesions Improves Machine Learning Detection of Microbleeds from MRI

44. Deep Harmonization of Inconsistent MR Data for Consistent Volume Segmentation

45. Deep Learning Based Coronary Artery Motion Artifact Compensation Using Style-Transfer Synthesis in CT Images

46. Tubular Network Formation Process Using 3D Cellular Potts Model

47. RS-Net: Regression-Segmentation 3D CNN for Synthesis of Full Resolution Missing Brain MRI in the Presence of Tumours

48. Generating Magnetic Resonance Spectroscopy Imaging Data of Brain Tumours from Linear, Non-linear and Deep Learning Models

49. Lung Nodule Synthesis Using CNN-Based Latent Data Representation

50. Synthesizing CT from Ultrashort Echo-Time MR Images via Convolutional Neural Networks

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