Image Analysis and Recognition 14th International Conference ICIAR 2017 Montreal QC Canada July 5 7 2017 Proceedings 1st Edition Fakhri Karray 3319598767 9783319598765

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Product details:

• ISBN 10: 3319598767
• ISBN 13: 9783319598765
• Author: Fakhri Karray

This book constitutes the thoroughly refereed proceedings of the 14th International Conference on Image Analysis and Recognition, ICIAR 2017, held in Montreal, QC, Canada, in July 2017. The 73 revised full papers presented were carefully reviewed and selected from 133 submissions. The papers are organized in the following topical sections: machine learning in image recognition; machine learning for medical image computing; image enhancement and reconstruction; image segmentation; motion and tracking; 3D computer vision; feature extraction; detection and classification; biomedical image analysis; image analysis in ophthalmology; remote sensing; applications.

Table of contents:

1. Machine Learning in Image Recognition
2. A Weight-Selection Strategy on Training Deep Neural Networks for Imbalanced Classification
3. End-to-End Deep Learning for Driver Distraction Recognition
4. Deep CNN with Graph Laplacian Regularization for Multi-label Image Annotation
5. Transfer Learning Using Convolutional Neural Networks for Face Anti-spoofing
6. Depth from Defocus via Active Quasi-random Point Projections: A Deep Learning Approach
7. Machine Learning for Medical Image Computing
8. Discovery Radiomics via a Mixture of Deep ConvNet Sequencers for Multi-parametric MRI Prostate Cancer Classification
9. Discovery Radiomics for Pathologically-Proven Computed Tomography Lung Cancer Prediction
10. Left Ventricle Wall Detection from Ultrasound Images Using Shape and Appearance Information
11. Probabilistic Segmentation of Brain White Matter Lesions Using Texture-Based Classification
12. A Machine Learning-Driven Approach to Computational Physiological Modeling of Skin Cancer
13. Ejection Fraction Estimation Using a Wide Convolutional Neural Network
14. Fully Deep Convolutional Neural Networks for Segmentation of the Prostate Gland in Diffusion-Weighted MR Images
15. Image Enhancement and Reconstruction
16. Compensated Row-Column Ultrasound Imaging System Using Three Dimensional Random Fields
17. Curvelet-Based Bayesian Estimator for Speckle Suppression in Ultrasound Imaging
18. Object Boundary Based Denoising for Depth Images
19. A Note on Boosting Algorithms for Image Denoising
20. Image Segmentation
21. K-Autoregressive Clustering: Application on Terahertz Image Analysis
22. Scale and Rotation Invariant Character Segmentation from Coins
23. Image Segmentation Based on Solving the Flow in the Mesh with the Connections of Limited Capacities
24. Motion and Tracking
25. Exploiting Semantic Segmentation for Robust Camera Motion Classification
26. An Event-Based Optical Flow Algorithm for Dynamic Vision Sensors
27. People’s Re-identification Across Multiple Non-overlapping Cameras by Local Discriminative Patch Matching
28. 3D Computer Vision
29. Hybrid Multi-modal Fusion for Human Action Recognition
30. Change Detection in Urban Streets by a Real Time Lidar Scanner and MLS Reference Data
31. Creating Immersive Virtual Reality Scenes Using a Single RGB-D Camera
32. Sunshine Hours and Sunlight Direction Using Shadow Detection in a Video
33. People-Flow Counting Using Depth Images for Embedded Processing
34. Salient Object Detection in Images by Combining Objectness Clues in the RGBD Space
35. Feature Extraction
36. Development of an Active Shape Model Using the Discrete Cosine Transform
37. Ground Plane Segmentation Using Artificial Neural Network for Pedestrian Detection
38. An Improved Directional Convexity Measure for Binary Images
39. Learning Salient Structures for the Analysis of Symmetric Patterns
40. Triplet Networks Feature Masking for Sketch-Based Image Retrieval
41. Are You Smiling as a Celebrity? Latent Smile and Gender Recognition
42. An Empirical Analysis of Deep Feature Learning for RGB-D Object Recognition
43. Image Registration Based on a Minimized Cost Function and SURF Algorithm
44. A Better Trajectory Shape Descriptor for Human Activity Recognition
45. Detection and Classification
46. Gaussian Mixture Trees for One Class Classification in Automated Visual Inspection
47. Shadow Detection for Vehicle Classification in Urban Environments
48. Input Fast-Forwarding for Better Deep Learning
49. Improving Convolutional Neural Network Design via Variable Neighborhood Search
50. Fast Spectral Clustering Using Autoencoders and Landmarks
51. Improved Face and Head Detection Based on Traditional Middle Eastern Clothing
52. Unsupervised Group Activity Detection by Hierarchical Dirichlet Processes
53. Classification Boosting by Data Decomposition Using Consensus-Based Combination of Classifiers
54. Classification Using Mixture of Discriminative Learners: The Case of Compositional Data
55. Biomedical Image Analysis
56. Mesh-Based Active Model Initialization for Multiple Organ Segmentation in MR Images
57. Sperm Flagellum Center-Line Tracing in Fluorescence 3D+t Low SNR Stacks Using an Iterative Minimal Path Method
58. Curvelet-Based Classification of Brain MRI Images
59. A Novel Automatic Method to Evaluate Scoliotic Trunk Shape Changes in Different Postures
60. Breast Density Classification Using Local Ternary Patterns in Mammograms
61. Segmentation of Prostate in Diffusion MR Images via Clustering
62. Facial Skin Classification Using Convolutional Neural Networks
63. Automatic Detection of Globules, Streaks and Pigment Network Based on Texture and Color Analysis in Dermoscopic Images
64. Image Analysis in Ophthalmology
65. Learning to Deblur Adaptive Optics Retinal Images
66. A Deep Neural Network for Vessel Segmentation of Scanning Laser Ophthalmoscopy Images
67. Adversarial Synthesis of Retinal Images from Vessel Trees
68. Automated Analysis of Directional Optical Coherence Tomography Images
69. Contrast Enhancement by Top-Hat and Bottom-Hat Transform with Optimal Structuring Element: Application to Retinal Vessel Segmentation
70. Retinal Biomarkers of Alzheimer’s Disease: Insights from Transgenic Mouse Models
71. Particle Swarm Optimization Approach for the Segmentation of Retinal Vessels from Fundus Images
72. Retinal Vessel Segmentation from a Hyperspectral Camera Images
73. Remote Sensing
74. The Potential of Deep Features for Small Object Class Identification in Very High Resolution Remote Sensing Imagery
75. Segmentation of LiDAR Intensity Using CNN Feature Based on Weighted Voting
76. A Lattice-Theoretic Approach for Segmentation of Truss-Like Porous Objects in Outdoor Aerial Scenes
77. Non-dictionary Aided Sparse Unmixing of Hyperspectral Images via Weighted Nonnegative Matrix Factorization
78. Stroke Width Transform for Linear Structure Detection: Application to River and Road Extraction from High-Resolution Satellite Images
79. Applications
80. Real Time Fault Detection in Photovoltaic Cells by Cameras on Drones
81. Cow Behavior Recognition Using Motion History Image Feature
82. Footnote-Based Document Image Classification
83. Feature Learning for Footnote-Based Document Image Classification
84. Analysis of Sloshing in Tanks Using Image Processing
85. Light Field Estimation in the Ultraviolet Spectrum

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