Image Analysis and Recognition: 14th International Conference, ICIAR 2017, Montreal, QC, Canada, July 5–7, 2017, Proceedings (Lecture Notes in Computer Science Book 10317)

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. Front Matter....Pages I-XVII Front Matter....Pages 1-1 A Weight-Selection Strategy on Training Deep Neural Networks for Imbalanced Classification....Pages 3-10 End-to-End Deep Learning for Driver Distraction Recognition....Pages 11-18 Deep CNN with Graph Laplacian Regularization for Multi-label Image Annotation....Pages 19-26 Transfer Learning Using Convolutional Neural Networks for Face Anti-spoofing....Pages 27-34 Depth from Defocus via Active Quasi-random Point Projections: A Deep Learning Approach....Pages 35-42 Front Matter....Pages 43-43 Discovery Radiomics via a Mixture of Deep ConvNet Sequencers for Multi-parametric MRI Prostate Cancer Classification....Pages 45-53 Discovery Radiomics for Pathologically-Proven Computed Tomography Lung Cancer Prediction....Pages 54-62 Left Ventricle Wall Detection from Ultrasound Images Using Shape and Appearance Information....Pages 63-70 Probabilistic Segmentation of Brain White Matter Lesions Using Texture-Based Classification....Pages 71-78 A Machine Learning-Driven Approach to Computational Physiological Modeling of Skin Cancer....Pages 79-86 Ejection Fraction Estimation Using a Wide Convolutional Neural Network....Pages 87-96 Fully Deep Convolutional Neural Networks for Segmentation of the Prostate Gland in Diffusion-Weighted MR Images....Pages 97-104 Front Matter....Pages 105-105 Compensated Row-Column Ultrasound Imaging System Using Three Dimensional Random Fields....Pages 107-116 Curvelet-Based Bayesian Estimator for Speckle Suppression in Ultrasound Imaging....Pages 117-124 Object Boundary Based Denoising for Depth Images....Pages 125-133 A Note on Boosting Algorithms for Image Denoising....Pages 134-142 Front Matter....Pages 143-143 Scale and Rotation Invariant Character Segmentation from Coins....Pages 145-152 Image Segmentation Based on Solving the Flow in the Mesh with the Connections of Limited Capacities....Pages 153-162 Front Matter....Pages 163-170 Exploiting Semantic Segmentation for Robust Camera Motion Classification....Pages 171-171 Front Matter....Pages 173-181 An Event-Based Optical Flow Algorithm for Dynamic Vision Sensors....Pages 171-171 People’s Re-identification Across Multiple Non-overlapping Cameras by Local Discriminative Patch Matching....Pages 182-189 Front Matter....Pages 190-197 Hybrid Multi-modal Fusion for Human Action Recognition....Pages 199-199 Change Detection in Urban Streets by a Real Time Lidar Scanner and MLS Reference Data....Pages 201-209 Creating Immersive Virtual Reality Scenes Using a Single RGB-D Camera....Pages 210-220 Sunshine Hours and Sunlight Direction Using Shadow Detection in a Video....Pages 221-230 People-Flow Counting Using Depth Images for Embedded Processing....Pages 231-238 Salient Object Detection in Images by Combining Objectness Clues in the RGBD Space....Pages 239-246 Front Matter....Pages 247-255 Development of an Active Shape Model Using the Discrete Cosine Transform....Pages 257-257 Ground Plane Segmentation Using Artificial Neural Network for Pedestrian Detection....Pages 259-267 An Improved Directional Convexity Measure for Binary Images....Pages 268-277 Learning Salient Structures for the Analysis of Symmetric Patterns....Pages 278-285 Triplet Networks Feature Masking for Sketch-Based Image Retrieval....Pages 286-295 Are You Smiling as a Celebrity? Latent Smile and Gender Recognition....Pages 296-303 An Empirical Analysis of Deep Feature Learning for RGB-D Object Recognition....Pages 304-311 Image Registration Based on a Minimized Cost Function and SURF Algorithm....Pages 312-320 A Better Trajectory Shape Descriptor for Human Activity Recognition....Pages 321-329 Front Matter....Pages 330-337 Gaussian Mixture Trees for One Class Classification in Automated Visual Inspection....Pages 339-339 Shadow Detection for Vehicle Classification in Urban Environments....Pages 341-351 Input Fast-Forwarding for Better Deep Learning....Pages 352-362 Front Matter....Pages 363-370 Improving Convolutional Neural Network Design via Variable Neighborhood Search....Pages 339-339 Fast Spectral Clustering Using Autoencoders and Landmarks....Pages 371-379 Improved Face and Head Detection Based on Traditional Middle Eastern Clothing....Pages 380-388 Unsupervised Group Activity Detection by Hierarchical Dirichlet Processes....Pages 389-398 Classification Boosting by Data Decomposition Using Consensus-Based Combination of Classifiers....Pages 399-407 Classification Using Mixture of Discriminative Learners: The Case of Compositional Data....Pages 408-415 Front Matter....Pages 416-425 Mesh-Based Active Model Initialization for Multiple Organ Segmentation in MR Images....Pages 427-427 Sperm Flagellum Center-Line Tracing in Fluorescence 3D+t Low SNR Stacks Using an Iterative Minimal Path Method....Pages 429-436 Curvelet-Based Classification of Brain MRI Images....Pages 437-445 A Novel Automatic Method to Evaluate Scoliotic Trunk Shape Changes in Different Postures....Pages 446-454 Breast Density Classification Using Local Ternary Patterns in Mammograms....Pages 455-462 Segmentation of Prostate in Diffusion MR Images via Clustering....Pages 463-470 Facial Skin Classification Using Convolutional Neural Networks....Pages 471-478 Automatic Detection of Globules, Streaks and Pigment Network Based on Texture and Color Analysis in Dermoscopic Images....Pages 479-485 Front Matter....Pages 486-493 Learning to Deblur Adaptive Optics Retinal Images....Pages 495-495 A Deep Neural Network for Vessel Segmentation of Scanning Laser Ophthalmoscopy Images....Pages 497-506 Adversarial Synthesis of Retinal Images from Vessel Trees....Pages 507-515 Automated Analysis of Directional Optical Coherence Tomography Images....Pages 516-523 Contrast Enhancement by Top-Hat and Bottom-Hat Transform with Optimal Structuring Element: Application to Retinal Vessel Segmentation....Pages 524-532 Retinal Biomarkers of Alzheimer’s Disease: Insights from Transgenic Mouse Models....Pages 533-540 Front Matter....Pages 541-550 Particle Swarm Optimization Approach for the Segmentation of Retinal Vessels from Fundus Images....Pages 495-495 Retinal Vessel Segmentation from a Hyperspectral Camera Images....Pages 551-558 Front Matter....Pages 559-566 The Potential of Deep Features for Small Object Class Identification in Very High Resolution Remote Sensing Imagery....Pages 567-567 Segmentation of LiDAR Intensity Using CNN Feature Based on Weighted Voting....Pages 569-577 A Lattice-Theoretic Approach for Segmentation of Truss-Like Porous Objects in Outdoor Aerial Scenes....Pages 578-585 Non-dictionary Aided Sparse Unmixing of Hyperspectral Images via Weighted Nonnegative Matrix Factorization....Pages 586-595 Stroke Width Transform for Linear Structure Detection: Application to River and Road Extraction from High-Resolution Satellite Images....Pages 596-604 Front Matter....Pages 605-613 Real Time Fault Detection in Photovoltaic Cells by Cameras on Drones....Pages 615-615 Cow Behavior Recognition Using Motion History Image Feature....Pages 617-625 Footnote-Based Document Image Classification....Pages 626-633 Feature Learning for Footnote-Based Document Image Classification....Pages 634-642 Analysis of Sloshing in Tanks Using Image Processing....Pages 643-650 Light Field Estimation in the Ultraviolet Spectrum....Pages 651-659 Back Matter....Pages 660-670 ....Pages 671-673 The two volumes LNCS 8814 and 8815 constitute the thoroughly refereed proceedings of the 11th International Conference on Image Analysis and Recognition, ICIAR 2014, held in Vilamoura, Portugal, in October 2014. The 107 revised full papers presented were carefully reviewed and selected from 177 submissions. The papers are organized in the following topical sections: image representation and models; sparse representation; image restoration and enhancement; feature detection and image segmentation; classification and learning methods; document image analysis; image and video retrieval; remote sensing; applications; action, gestures and audio-visual recognition; biometrics; medical image processing and analysis; medical image segmentation; computer-aided diagnosis; retinal image analysis; 3D imaging; motion analysis and tracking; and robot vision.