Image Analysis and Processing – ICIAP 2019: 20th International Conference, Trento, Italy, September 9–13, 2019, Proceedings, Part I (Lecture Notes in Computer Science Book 11751)

The two-volume set LNCS 11751 and 11752 constitutes the refereed proceedings of the 20th International Conference on Image Analysis and Processing, ICIAP 2019, held in Trento, Italy, in September 2019. The 117 papers presented were carefully reviewed and selected from 207 submissions. The papers cover both classic and the most recent trends in image processing, computer vision, and pattern recognition, addressing both theoretical and applicative aspects. They are organized in the following topical sections: Video Analysis and Understanding; Pattern Recognition and Machine Learning; Deep Learning; Multiview Geometry and 3D Computer Vision; Image Analysis, Detection and Recognition; Multimedia; Biomedical and Assistive Technology; Digital Forensics; Image processing for Cultural Heritage. -- Provided by publisher Front Matter ....Pages i-xxvii Front Matter ....Pages 1-1 Video-Based Convolutional Attention for Person Re-Identification (Marco Zamprogno, Marco Passon, Niki Martinel, Giuseppe Serra, Giuseppe Lancioni, Christian Micheloni et al.)....Pages 3-14 A New Descriptor for Keypoint-Based Background Modeling (Danilo Avola, Marco Bernardi, Marco Cascio, Luigi Cinque, Gian Luca Foresti, Cristiano Massaroni)....Pages 15-25 Emotional State Recognition with Micro-expressions and Pulse Rate Variability (Reda Belaiche, Rita Meziati Sabour, Cyrille Migniot, Yannick Benezeth, Dominique Ginhac, Keisuke Nakamura et al.)....Pages 26-35 Deep Motion Model for Pedestrian Tracking in 360 Degrees Videos (Liliana Lo Presti, Marco La Cascia)....Pages 36-47 Comparisons of Visual Activity Primitives for Voice Activity Detection (Muhammad Shahid, Cigdem Beyan, Vittorio Murino)....Pages 48-59 Vehicle Trajectories from Unlabeled Data Through Iterative Plane Registration (Federico Becattini, Lorenzo Seidenari, Lorenzo Berlincioni, Leonardo Galteri, Alberto Del Bimbo)....Pages 60-70 Particle Filtering for Tracking in 360 Degrees Videos Using Virtual PTZ Cameras (Vito Monteleone, Liliana Lo Presti, Marco La Cascia)....Pages 71-81 Dynamic Texture Classification Using Deterministic Partially Self-avoiding Walks on Networks (Lucas C. Ribas, Odemir M. Bruno)....Pages 82-93 Open Set Recognition for Unique Person Counting via Virtual Gates (Francesco Turchini, Matteo Bruni, Claudio Baecchi, Tiberio Uricchio, Alberto Del Bimbo)....Pages 94-105 A Low-Cost Computer Vision System for Real-Time Tennis Analysis (S. Messelodi, C. M. Modena, V. Ropele, S. Marcon, M. Sgrò)....Pages 106-116 Virtual Crowds: An LSTM-Based Framework for Crowd Simulation (Niccoló Bisagno, Nicola Garau, Andrea Montagner, Nicola Conci)....Pages 117-127 Worldly Eyes on Video: Learnt vs. Reactive Deployment of Attention to Dynamic Stimuli (Vittorio Cuculo, Alessandro D’Amelio, Giuliano Grossi, Raffaella Lanzarotti)....Pages 128-138 Front Matter ....Pages 139-139 Relation, Transition and Comparison Between the Adaptive Nearest Neighbor Rule and the Hypersphere Classifier (Mauricio Orozco-Alzate, Sisto Baldo, Manuele Bicego)....Pages 141-151 A Novel Anomaly Score for Isolation Forests (Antonella Mensi, Manuele Bicego)....Pages 152-163 Adaptive Hybrid Representation for Graph-Based Semi-supervised Classification (F. Dornaika, A. Bosaghzadeh)....Pages 164-174 Active Two Phase Collaborative Representation Classifier for Image Categorization (F. Dornaika, Y. El Traboulsi, Y. Ruicheck)....Pages 175-184 Gesture Recognition by Leap Motion Controller and LSTM Networks for CAD-oriented Interfaces (Lisa Mazzini, Annalisa Franco, Davide Maltoni)....Pages 185-195 A Decision Tree for Automatic Diagnosis of Parkinson’s Disease from Offline Drawing Samples: Experiments and Findings (Antonio Parziale, Antonio Della Cioppa, Rosa Senatore, Angelo Marcelli)....Pages 196-206 Contrastive Explanations to Classification Systems Using Sparse Dictionaries (A. Apicella, F. Isgrò, R. Prevete, G. Tamburrini)....Pages 207-218 Regularized Evolutionary Algorithm for Dynamic Neural Topology Search (Cristiano Saltori, Subhankar Roy, Nicu Sebe, Giovanni Iacca)....Pages 219-230 Front Matter ....Pages 231-231 Manual Annotations on Depth Maps for Human Pose Estimation (Andrea D’Eusanio, Stefano Pini, Guido Borghi, Roberto Vezzani, Rita Cucchiara)....Pages 233-244 Low-Complexity Scene Understanding Network (Livia Iordache, Vlad Paunescu, Wonjun Kang, Joonhyung Kwon, Andrei Leica, ByeongMoon Jeon)....Pages 245-256 Image Anomaly Detection with Capsule Networks and Imbalanced Datasets (Claudio Piciarelli, Pankaj Mishra, Gian Luca Foresti)....Pages 257-267 Improving Facial Emotion Recognition Systems with Crucial Feature Extractors (Ram Krishna Pandey, Souvik Karmakar, A. G. Ramakrishnan, N. Saha)....Pages 268-279 MetalGAN: A Cluster-Based Adaptive Training for Few-Shot Adversarial Colorization (Tomaso Fontanini, Eleonora Iotti, Andrea Prati)....Pages 280-291 Towards Multi-source Adaptive Semantic Segmentation (Paolo Russo, Tatiana Tommasi, Barbara Caputo)....Pages 292-301 Learning Pedestrian Detection from Virtual Worlds (Giuseppe Amato, Luca Ciampi, Fabrizio Falchi, Claudio Gennaro, Nicola Messina)....Pages 302-312 Video Synthesis from Intensity and Event Frames (Stefano Pini, Guido Borghi, Roberto Vezzani, Rita Cucchiara)....Pages 313-323 Hebbian Learning Meets Deep Convolutional Neural Networks (Giuseppe Amato, Fabio Carrara, Fabrizio Falchi, Claudio Gennaro, Gabriele Lagani)....Pages 324-334 Classification of Skin Lesions by Combining Multilevel Learnings in a DenseNet Architecture (Pierluigi Carcagnì, Marco Leo, Andrea Cuna, Pier Luigi Mazzeo, Paolo Spagnolo, Giuseppe Celeste et al.)....Pages 335-344 Take a Ramble into Solution Spaces for Classification Problems in Neural Networks (Enzo Tartaglione, Marco Grangetto)....Pages 345-355 Supervised Two-Stage Transfer Learning on Imbalanced Dataset for Sport Classification (Tianyu Bi, Dmitri Jarnikov, Johan Lukkien)....Pages 356-366 Variational Autoencoder Inspired by Brain’s Convergence–Divergence Zones for Autonomous Driving Application (Alice Plebe, Mauro Da Lio)....Pages 367-377 Hyperspectral Image Classification via Convolutional Neural Network Based on Dilation Layers (Rami Reddy Devaram, Dario Allegra, Giovanni Gallo, Filippo Stanco)....Pages 378-387 Estimation of Speed and Distance of Surrounding Vehicles from a Single Camera (Mirko Zaffaroni, Marco Grangetto, Alessandro Farasin)....Pages 388-398 A Convolutional Neural Network for Virtual Screening of Molecular Fingerprints (Isabella Mendolia, Salvatore Contino, Ugo Perricone, Roberto Pirrone, Edoardo Ardizzone)....Pages 399-409 Single Image Super-Resolution for Optical Satellite Scenes Using Deep Deconvolutional Network (Sumedh Pendurkar, Biplab Banerjee, Sudipan Saha, Francesca Bovolo)....Pages 410-420 Genuine Personality Recognition from Highly Constrained Face Images (Fabio Anselmi, Nicoletta Noceti, Lorenzo Rosasco, Robert Ward)....Pages 421-431 Evaluation of Continuous Image Features Learned by ODE Nets (Fabio Carrara, Giuseppe Amato, Fabrizio Falchi, Claudio Gennaro)....Pages 432-442 An UAV Autonomous Warehouse Inventorying by Deep Learning (Antonio De Falco, Fabio Narducci, Alfredo Petrosino)....Pages 443-453 3D Shape Segmentation with Geometric Deep Learning (Davide Boscaini, Fabio Poiesi)....Pages 454-465 Within-Network Ensemble for Face Attributes Classification (Sara Atito Ali Ahmed, Berrin Yanikoglu)....Pages 466-476 Visual and Textual Sentiment Analysis of Daily News Social Media Images by Deep Learning (Andrea Felicetti, Massimo Martini, Marina Paolanti, Roberto Pierdicca, Emanuele Frontoni, Primo Zingaretti)....Pages 477-487 Deep Compact Person Re-Identification with Distractor Synthesis via Guided DC-GANs (Víctor Ponce-López, Tilo Burghardt, Yue Sun, Sion Hannuna, Dima Damen, Majid Mirmehdi)....Pages 488-498 Dimensionality Reduction Using Discriminative Autoencoders for Remote Sensing Image Retrieval ( Mohbat, Tooba Mukhtar, Numan Khurshid, Murtaza Taj)....Pages 499-508 Multiple Organs Segmentation in Abdomen CT Scans Using a Cascade of CNNs (Muhammad Usman Akbar, Shahab Aslani, Vitorio Murino, Diego Sona)....Pages 509-516 Front Matter ....Pages 517-517 Performance Evaluation of Learned 3D Features (Riccardo Spezialetti, Samuele Salti, Luigi Di Stefano)....Pages 519-531 3DMM for Accurate Reconstruction of Depth Data (Claudio Ferrari, Stefano Berretti, Pietro Pala, Alberto Del Bimbo)....Pages 532-543 The Effects of Data Sources: A Baseline Evaluation of the MoCA Dataset (Elena Nicora, Gaurvi Goyal, Nicoletta Noceti, Francesca Odone)....Pages 544-555 Back Matter ....Pages 557-561