Medical Image Understanding and Analysis: 21st Annual Conference, MIUA 2017, Edinburgh, UK, July 11–13, 2017, Proceedings

Front Matter....Pages I-XIX
Front Matter....Pages 1-1
End-to-End Learning of a Conditional Random Field for Intra-retinal Layer Segmentation in Optical Coherence Tomography....Pages 3-14
Superpixel-Based Line Operator for Retinal Blood Vessel Segmentation....Pages 15-26
Automatic Detection and Identification of Retinal Vessel Junctions in Colour Fundus Photography....Pages 27-37
Fast Optic Disc Segmentation in Retinal Images Using Polar Transform....Pages 38-49
A Novel Technique for Splat Generation and Patch Level Prediction in Diabetic Retinopathy....Pages 50-59
Front Matter....Pages 61-61
Deep Residual Networks for Quantification of Muscle Fiber Orientation and Curvature from Ultrasound Images....Pages 63-73
Modelling, Speckle Simulation and Quality Evaluation of Synthetic Ultrasound Images....Pages 74-85
Multi-level Trainable Segmentation for Measuring Gestational and Yolk Sacs from Ultrasound Images....Pages 86-97
Weakly Supervised Learning of Placental Ultrasound Images with Residual Networks....Pages 98-108
Edge Aware Geometric Filter for Ultrasound Image Enhancement....Pages 109-120
Front Matter....Pages 121-121
Tissues Classification of the Cardiovascular System Using Texture Descriptors....Pages 123-132
Multidimensional Assessments of Abdominal Aortic Aneurysms by Magnetic Resonance Against Ultrasound Diameter Measurements....Pages 133-143
Comparison of Automatic Vessel Segmentation Techniques for Whole Body Magnetic Resonance Angiography with Limited Ground Truth Data....Pages 144-155
Evaluating Classifiers for Atherosclerotic Plaque Component Segmentation in MRI....Pages 156-168
Cardiac Mesh Reconstruction from Sparse, Heterogeneous Contours....Pages 169-181
Classification of Cross-sections for Vascular Skeleton Extraction Using Convolutional Neural Networks....Pages 182-194
Segmenting Atrial Fibrosis from Late Gadolinium-Enhanced Cardiac MRI by Deep-Learned Features with Stacked Sparse Auto-Encoders....Pages 195-206
Improved CTA Coronary Segmentation with a Volume-Specific Intensity Threshold....Pages 207-218
Segmentation of Abdominal Aortic Aneurysm (AAA) Based on Topology Prior Model....Pages 219-228
Automated LGE Myocardial Scar Segmentation Using MaskSLIC Supervoxels - Replicating the Clinical Method....Pages 229-236
Front Matter....Pages 237-237
Multi-task Fully Convolutional Network for Brain Tumour Segmentation....Pages 239-248
FF-CNN: An Efficient Deep Neural Network for Mitosis Detection in Breast Cancer Histological Images....Pages 249-260
Classification of Cervical-Cancer Using Pap-Smear Images: A Convolutional Neural Network Approach....Pages 261-272
New Level Set Model in Follow Up Radiotherapy Image Analysis....Pages 273-284
Topological Analysis of the Vasculature of Angiopoietin-Expressing Tumours Through Scale-Space Tracing....Pages 285-296
Quantitative Electron Density CT Imaging for Radiotherapy Planning....Pages 297-308
3D Texton Based Prostate Cancer Detection Using Multiparametric Magnetic Resonance Imaging....Pages 309-319
Tumor Segmentation in Whole Slide Images Using Persistent Homology and Deep Convolutional Features....Pages 320-329
Multispectral Biopsy Image Based Colorectal Tumor Grader....Pages 330-341
Semi-automatic Bone Marrow Evaluation in PETCT for Multiple Myeloma....Pages 342-351
Front Matter....Pages 353-353
A Texton-Based Approach for the Classification of Benign and Malignant Masses in Mammograms....Pages 355-364
Breast Density Classification Using Multiresolution Local Quinary Patterns in Mammograms....Pages 365-376
Rich Interaction and Feedback Supported Mammographic Training: A Trial of an Augmented Reality Approach....Pages 377-385
A Robust Algorithm for Automated HER2 Scoring in Breast Cancer Histology Slides Using Characteristic Curves....Pages 386-397
Investigating the Effect of Various Augmentations on the Input Data Fed to a Convolutional Neural Network for the Task of Mammographic Mass Classification....Pages 398-409
Front Matter....Pages 411-411
Learning Longitudinal MRI Patterns by SICE and Deep Learning: Assessing the Alzheimer’s Disease Progression....Pages 413-424
Improved Reference Tracts for Unsupervised Brain White Matter Tractography....Pages 425-435
Review of Fast Density-Peaks Clustering and Its Application to Pediatric White Matter Tracts....Pages 436-447
A Deep Learning Pipeline to Delineate Proliferative Areas of Intracranial Tumors in Digital Slides....Pages 448-458
Tree-Based Ensemble Learning Techniques in the Analysis of Parkinsonian Syndromes....Pages 459-469
Front Matter....Pages 411-411
Evaluating Alzheimer’s Disease Diagnosis Using Texture Analysis....Pages 470-481
Evaluation of Four Supervised Learning Schemes in White Matter Hyperintensities Segmentation in Absence or Mild Presence of Vascular Pathology....Pages 482-493
Context-Aware Convolutional Neural Networks for Stroke Sign Detection in Non-contrast CT Scans....Pages 494-505
Automatic Brain Tumor Detection and Segmentation Using U-Net Based Fully Convolutional Networks....Pages 506-517
Modeling Diffusion Directions of Corpus Callosum....Pages 518-526
Feature Extraction and Classification to Diagnose Hypoxic-Ischemic Encephalopathy Patients by Using Susceptibility-Weighted MRI Images....Pages 527-536
Evaluation of an Automatic ASPECT Scoring System for Acute Stroke in Non-Contrast CT....Pages 537-547
Front Matter....Pages 549-549
Pre-processing Techniques for Colour Digital Pathology Image Analysis....Pages 551-560
Motion Compensation Using Range Imaging in C-Arm Cone-Beam CT....Pages 561-570
Medical Image Colorization for Better Visualization and Segmentation....Pages 571-580
Fetoscopic Panorama Reconstruction: Moving from Ex-vivo to In-vivo....Pages 581-593
Finite Element Based Interactive Elastic Image Registration....Pages 594-604
Significance of Magnetic Resonance Image Details in Sparse Representation Based Super Resolution....Pages 605-615
Restoration of Intensity Uniformity of Bi-contrast MRI Data with Bayesian Co-occurrence Coring....Pages 616-628
Can Planning Images Reduce Scatter in Follow-Up Cone-Beam CT?....Pages 629-640
Radial Basis Function Interpolation for Rapid Interactive Segmentation of 3-D Medical Images....Pages 641-650
Front Matter....Pages 651-660
Deep Quantitative Liver Segmentation and Vessel Exclusion to Assist in Liver Assessment....Pages 661-661
Initial Results of Multilevel Principal Components Analysis of Facial Shape....Pages 663-673
Estimating Rodent Brain Volume by a Deformable Contour Model....Pages 674-685
Front Matter....Pages 686-697
MIMONet: Gland Segmentation Using Multi-Input-Multi-Output Convolutional Neural Network....Pages 661-661
Automated Polyp Segmentation in Colonoscopy Frames Using Fully Convolutional Neural Network and Textons....Pages 698-706
Model-Based Correction of Segmentation Errors in Digitised Histological Images....Pages 707-717
A 2D Morphable Model of Craniofacial Profile and Its Application to Craniosynostosis....Pages 718-730
A Comparison of Texture Features Versus Deep Learning for Image Classification in Interstitial Lung Disease....Pages 731-742
A Novel High-Throughput Multispectral Cell Segmentation Algorithm....Pages 743-753
Unsupervised Superpixel-Based Segmentation of Histopathological Images with Consensus Clustering....Pages 754-766
A Non-integer Step Index PCNN Model and Its Applications....Pages 767-779
Segmentation of Overlapping Macrophages Using Anglegram Analysis....Pages 780-791
New Disagreement Metrics Incorporating Spatial Detail – Applications to Lung Imaging....Pages 792-803
Unsupervised Segmentation of Cervical Cell Nuclei via Adaptive Clustering....Pages 804-814
Front Matter....Pages 815-826
Simultaneous Cell Detection and Classification with an Asymmetric Deep Autoencoder in Bone Marrow Histology Images....Pages 827-827
Glomerulus Classification with Convolutional Neural Networks....Pages 829-838
Paediatric Frontal Chest Radiograph Screening with Fine-Tuned Convolutional Neural Networks....Pages 839-849
Automatic Hotspots Detection for Intracellular Calcium Analysis in Fluorescence Microscopic Videos....Pages 850-861
Cervical Nuclei Classification: Feature Engineering Versus Deep Belief Network....Pages 862-873
A New Method of Surgical Tracking System Based on Fiducial Marker....Pages 874-885
Automated Detection of Barrett’s Esophagus Using Endoscopic Images: A Survey....Pages 886-896
Estimating Bacterial Load in FCFM Imaging....Pages 897-908
Random Forest-Based Feature Importance for HEp-2 Cell Image Classification....Pages 909-921
Front Matter....Pages 922-934
Automatic Quantification of Epidermis Curvature in H&E Stained Microscopic Skin Image of Mice....Pages 827-827
Back Matter....Pages 935-945
....Pages 947-950