Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications: 22nd Iberoamerican Congress, CIARP 2017, Valparaíso, Chile, November 7–10, 2017, Proceedings

Description

This book constitutes the refereed post-conference proceedings of the 22nd Iberoamerican Congress on Pattern Recognition, CIARP 2017, held in Valparaíso, Chile, in November 2017. The 87 papers presented were carefully reviewed and selected from 156 submissions. The papers feature research results in the areas of pattern recognition, image processing, computer vision, multimedia and related fields. Front Matter ....Pages I-XVIII A Citation k-NN Approach for Facial Expression Recognition (Daniel Acevedo, Pablo Negri, María Elena Buemi, Francisco Gómez Fernández, Marta Mejail)....Pages 1-9 Mining Generalized Closed Patterns from Multi-graph Collections (Niusvel Acosta-Mendoza, Andrés Gago-Alonso, Jesús Ariel Carrasco-Ochoa, José Francisco Martínez-Trinidad, José Eladio Medina-Pagola)....Pages 10-18 Edge Detection Based on Digital Shape Elongation Measure (Faisal Alamri, Joviša Žunić)....Pages 19-27 Mining the Criminal Data of Rio de Janeiro: Analyzing the Impact of the Pacifying Police Units Deployment (Cassio Almeida, Sonia F. Gonzalez, Pedro C. L. Souza, Simone D. J. Barbosa, Hélio Lopes)....Pages 28-35 Going Deeper on BioImages Classification: A Plant Leaf Dataset Case Study (Daniel H. A. Alves, Luís F. Galonetti, Claiton de Oliveira, Pedro H. Bugatti, Priscila T. M. Saito)....Pages 36-44 Benchmarking Head Pose Estimation in-the-Wild (Elvira Amador, Roberto Valle, José M. Buenaposada, Luis Baumela)....Pages 45-52 Forensic Document Examination: Who Is the Writer? (Aline Maria M. M. Amaral, Cinthia O. de Almendra Freitas, Flávio Bortolozzi, Yandre Maldonado e Gomes da Costa)....Pages 53-60 Traversability Cost Identification of Dynamic Environments Using Recurrent High Order Neural Networks for Robot Navigation (Nancy Arana-Daniel, Julio Valdés-López, Alma Y. Alanís, Carlos López-Franco)....Pages 61-68 Texture Classification of Phases of Ti-6Al-4V Titanium Alloy Using Fractal Descriptors (André R. Backes, Jarbas Joaci de Mesquita Sá Junior)....Pages 69-76 Pyramidal Zernike Over Time: A Spatiotemporal Feature Descriptor Based on Zernike Moments (Igor L. O. Bastos, Larissa Rocha Soares, William Robson Schwartz)....Pages 77-85 A Multilabel Extension of LDA Based on the Gram-Schmidt Orthogonalization Procedure (Juan Bekios-Calfa, Brian Keith)....Pages 86-93 Linear Modelling of Cerebral Autoregulation System Using Genetic Algorithms (Felipe-Andrés Bello Robles, Ronney B. Panerai, Max Chacón Pacheco)....Pages 94-101 Knowledge Transfer for Writer Identification (Diego Bertolini, Luiz S. Oliveira, Yandre M. G. Costa, Lucas G. Helal)....Pages 102-110 Real-Time Brand Logo Recognition (Leonardo Bombonato, Guillermo Camara-Chavez, Pedro Silva)....Pages 111-118 Retinal Vessels Segmentation Based on a Convolutional Neural Network (Nadia Brancati, Maria Frucci, Diego Gragnaniello, Daniel Riccio)....Pages 119-126 DNLM-IIFFT: An Implementation of the Deceived Non Local Means Filter Using Integral Images and the Fast Fourier Transform for a Reduced Computational Cost (Saúl Calderón Ramírez, Manuel Zumbado Corrales)....Pages 127-134 Utilizing Deep Learning and 3DLBP for 3D Face Recognition (João Baptista Cardia Neto, Aparecido Nilceu Marana)....Pages 135-142 Efficient Hyperparameter Optimization in Convolutional Neural Networks by Learning Curves Prediction (Andrés F. Cardona-Escobar, Andrés F. Giraldo-Forero, Andrés E. Castro-Ospina, Jorge A. Jaramillo-Garzón)....Pages 143-151 Evaluation of Deep Feedforward Neural Networks for Classification of Diffuse Lung Diseases (Isadora Cardoso, Eliana Almeida, Héctor Allende-Cid, Alejandro C. Frery, Rangaraj M. Rangayyan, Paulo M. Azevedo-Marques et al.)....Pages 152-159 Non-dermatoscopic Image Analysis for the Recognition of Malignant Skin Diseases with Convolutional Neural Network and Autoencoders (Ricardo Coronado, Alexander Ocsa, Oscar Quispe)....Pages 160-167 Non-stationary Multi-output Gaussian Processes for Enhancing Resolution over Diffusion Tensor Fields (Jhon F. Cuellar-Fierro, Hernán Darío Vargas-Cardona, Mauricio A. Álvarez, Andrés M. Álvarez, Álvaro A. Orozco)....Pages 168-176 Improving the Classification of Volcanic Seismic Events Extracting New Seismic and Speech Features (Millaray Curilem, Camilo Soto, Fernando Huenupan, Cesar San Martin, Gustavo Fuentealba, Carlos Cardona et al.)....Pages 177-185 An Automatic System for Computing Malaria Parasite Density in Thin Blood Films (Allisson Dantas Oliveira, Bruno M. Carvalho, Clara Prats, Mateu Espasa, Jordi Gomez i Prat, Daniel Lopez Codina et al.)....Pages 186-193 A Local Branching Heuristic for the Graph Edit Distance Problem (Mostafa Darwiche, Romain Raveaux, Donatello Conte, Vincent T’Kindt)....Pages 194-202 Emotion Assessment by Variability-Based Ranking of Coherence Features from EEG (Iván De La Pava, Andres Álvarez-Meza, Alvaro-Angel Orozco)....Pages 203-211 Fusion of Deep Learning Descriptors for Gesture Recognition (Edwin Escobedo Cardenas, Guillermo Camara-Chavez)....Pages 212-219 Ultimate Leveling Based on Mumford-Shah Energy Functional Applied to Plant Detection (Charles Gobber, Wonder A. L. Alves, Ronaldo F. Hashimoto)....Pages 220-228 Sclera Segmentation in Face Images Using Image Foresting Transform (Jullyana Fialho Pinheiro, João Dallyson Sousa de Almeida, Geraldo Braz Junior, Anselmo Cardoso de Paiva, Aristófanes Corrêa Silva)....Pages 229-236 Use of Machine Learning to Improve the Robustness of Spatial Estimation of Evapotranspiration (David Fonseca-Luengo, Mario Lillo-Saavedra, L. O. Lagos, Angel García-Pedrero, Consuelo Gonzalo-Martín)....Pages 237-245 Automatic Peripheral Nerve Segmentation in Presence of Multiple Annotators (Julián Gil González, Andrés M. Álvarez, Andrés F. Valencia, Álvaro A. Orozco)....Pages 246-254 Sparse Hilbert Embedding-Based Statistical Inference of Stochastic Ecological Systems (Wilson González-Vanegas, Andrés Alvarez-Meza, Álvaro Orozco-Gutierrez)....Pages 255-262 Fingerprint Presentation Attack Detection Method Based on a Bag-of-Words Approach (Lázaro Janier González-Soler, Leonardo Chang, José Hernández-Palancar, Airel Pérez-Suárez, Marta Gomez-Barrero)....Pages 263-271 Multi-objective Overlapping Community Detection by Global and Local Approaches (Darian H. Grass-Boada, Airel Pérez-Suárez, Andrés Gago-Alonso, Rafael Bello, Alejandro Rosete)....Pages 272-280 Impulse Response Estimation of Linear Time-Invariant Systems Using Convolved Gaussian Processes and Laguerre Functions (Cristian Guarnizo, Mauricio A. Álvarez)....Pages 281-288 A Novel Hybrid Data Reduction Strategy and Its Application to Intrusion Detection (Vitali Herrera-Semenets, Osvaldo Andrés Pérez-García, Andrés Gago-Alonso, Raudel Hernández-León)....Pages 289-297 Clustering-Based Undersampling to Support Automatic Detection of Focal Cortical Dysplasias (Keider Hoyos-Osorio, Andrés M. Álvarez, Álvaro A. Orozco, Jorge I. Rios, Genaro Daza-Santacoloma)....Pages 298-305 Ultrasonic Assessment of Platelet-Rich Plasma by Digital Signal Processing Techniques (Julián A. Villamarín, Yady M. Jiménez, Tatiana Molano, Edgar W. Gutiérrez, Luis F. Londoño, David Gutiérrez et al.)....Pages 306-313 3D Probabilistic Morphable Models for Brain Tumor Segmentation (David A. Jimenez, Hernán F. García, Andres M. Álvarez, Álvaro A. Orozco)....Pages 314-322 Multi Target Tracking Using Determinantal Point Processes (Felipe Jorquera, Sergio Hernández, Diego Vergara)....Pages 323-330 Boosted Projection: An Ensemble of Transformation Models (Ricardo Barbosa Kloss, Artur Jordão, William Robson Schwartz)....Pages 331-338 Full-Quaternion Color Correction in Images for Person Re-identification (Reynolds León Guerra, Edel B. García Reyes, Francisco J. Silva Mata)....Pages 339-346 Long Short-Term Memory Networks Based in Echo State Networks for Wind Speed Forecasting (Erick López, Carlos Valle, Héctor Allende, Esteban Gil)....Pages 347-355 On the Use of Pre-trained Neural Networks for Different Face Recognition Tasks (Leyanis López-Avila, Yenisel Plasencia-Calaña, Yoanna Martínez-Díaz, Heydi Méndez-Vázquez)....Pages 356-364 Many-Objective Ensemble-Based Multilabel Classification (Marcos M. Raimundo, Fernando J. Von Zuben)....Pages 365-373 Bio-Chemical Data Classification by Dissimilarity Representation and Template Selection (Victor Mendiola-Lau, Francisco José Silva Mata, Yenisel Plasencia Calaña, Isneri Talavera Bustamante, Maria de Marsico)....Pages 374-381 Abnormal Event Detection in Video Using Motion and Appearance Information (Neptalí Menejes Palomino, Guillermo Cámara Chávez)....Pages 382-390 Efficient and Effective Face Frontalization for Face Recognition in the Wild (Nelson Méndez, Luis A. Bouza, Leonardo Chang, Heydi Méndez-Vázquez)....Pages 391-398 Path-Gradient – A Theory of Computing Full Intensity-Transition Between Two Points (Syed Ahmed Nadeem, Eric A. Hoffman, Punam K. Saha)....Pages 399-407 A Robust Indoor Scene Recognition Method Based on Sparse Representation (Guilherme Nascimento, Camila Laranjeira, Vinicius Braz, Anisio Lacerda, Erickson R. Nascimento)....Pages 408-415 Deep Convolutional Neural Networks and Noisy Images (Tiago S. Nazaré, Gabriel B. Paranhos da Costa, Welinton A. Contato, Moacir Ponti)....Pages 416-424 Spiking Hough for Shape Recognition (Pablo Negri, Teresa Serrano-Gotarredona, Bernabe Linares-Barranco)....Pages 425-432 Region-Based Classification of PolSAR Data Through Kernel Methods and Stochastic Distances (Rogério G. Negri, Wallace C. O. Casaca, Erivaldo A. Silva)....Pages 433-440 Hand Posture Recognition Using Convolutional Neural Network (Dennis Núñez Fernández, Bogdan Kwolek)....Pages 441-449 On Semantic Solutions for Efficient Approximate Similarity Search on Large-Scale Datasets (Alexander Ocsa, Jose Luis Huillca, Cristian Lopez del Alamo)....Pages 450-457 Self-organizing Maps for Motor Tasks Recognition from Electrical Brain Signals (Alvaro D. Orjuela-Cañón, Osvaldo Renteria-Meza, Luis G. Hernández, Andrés F. Ruíz-Olaya, Alexander Cerquera, Javier M. Antelis)....Pages 458-465 Semantic Segmentation of Color Eye Images for Improving Iris Segmentation (Dailé Osorio-Roig, Annette Morales-González, Eduardo Garea-Llano)....Pages 466-474 A Single-Step 2D Thinning Scheme with Deletion of P-Simple Points (Kálmán Palágyi, Péter Kardos)....Pages 475-482 Non Local Means Image Filtering Using Clustering (Alvaro Pardo)....Pages 483-490 Neural Networks for the Reconstruction and Separation of High Energy Particles in a Preshower Calorimeter (Juan Pavez, Hayk Hakobyan, Carlos Valle, William Brooks, Sergey Kuleshov, Héctor Allende)....Pages 491-498 Noisy Character Recognition Using Deep Convolutional Neural Networks (Sirlene Peixoto, Gabriel Gonçalves, Andrea Bianchi, Alceu De S. Brito, William Robson Schwartz, David Menotti)....Pages 499-507 A Flexible Framework for the Evaluation of Unsupervised Image Annotation (Luis Pellegrin, Hugo Jair Escalante, Manuel Montes-y-Gómez, Mauricio Villegas, Fabio A. González)....Pages 508-516 Unsupervised Local Regressive Attributes for Pedestrian Re-identification (Billy Peralta, Luis Caro, Alvaro Soto)....Pages 517-524 A Deep Boltzmann Machine-Based Approach for Robust Image Denoising (Rafael G. Pires, Daniel S. Santos, Gustavo B. Souza, Aparecido N. Marana, Alexandre L. M. Levada, João Paulo Papa)....Pages 525-533 Discovering Bitcoin Mixing Using Anomaly Detection (Mario Alfonso Prado-Romero, Christian Doerr, Andrés Gago-Alonso)....Pages 534-541 A Scale-Space Approach for Multiscale Shape Analysis (Lucas Alexandre Ramos, Aparecido Nilceu Marana, Luis Antônio de Souza Junior)....Pages 542-549 An Unsupervised Approach for Eye Sclera Segmentation (Daniel Riccio, Nadia Brancati, Maria Frucci, Diego Gragnaniello)....Pages 550-557 An Approach to Clustering Using the Expectation-Maximization and Selection of Attributes ReliefF Applied to Water Treatment Plants process (Fábio Cosme Rodrigues dos Santos, André Felipe Henriques Librantz, Renato José Sassi)....Pages 558-565 A Two-Step Neural Network Approach to Passage Retrieval for Open Domain Question Answering (Andrés Rosso-Mateus, Fabio A. González, Manuel Montes-y-Gómez)....Pages 566-574 Ensembles of Multiobjective-Based Classifiers for Detection of Epileptic Seizures (Fernando S. Beserra, Marcos M. Raimundo, Fernando J. Von Zuben)....Pages 575-583 Class Confusability Reduction in Audio-Visual Speech Recognition Using Random Forests (Gonzalo D. Sad, Lucas D. Terissi, Juan C. Gómez)....Pages 584-592 Exploring Image Bit Planes for Video Shot Boundary Detection (Anderson Carlos Sousa e Santos, Helio Pedrini)....Pages 593-600 Convolutional Network for EEG-Based Biometric (Thiago Schons, Gladston J. P. Moreira, Pedro H. L. Silva, Vitor N. Coelho, Eduardo J. S. Luz)....Pages 601-608 Skeleton Pruning Based on Elongation and Size of Object’s Limbs and Boundary’s Convexities (Luca Serino, Gabriella Sanniti di Baja)....Pages 609-617 Volume Rendering by Stochastic Neighbor Embedding-Based 2D Transfer Function Building (Walter Serna-Serna, Andres M. Álvarez-Meza, Álvaro-Ángel Orozco-Gutierrez)....Pages 618-626 Text Localization in Born-Digital Images of Advertisements (Dirk Siegmund, Aidmar Wainakh, Tina Ebert, Andreas Braun, Arjan Kuijper)....Pages 627-634 Deep Learning Techniques Applied to the Cattle Brand Recognition (Carlos Silva, Daniel Welfer, Juliano Weber)....Pages 635-642 Efficient Transfer Learning for Robust Face Spoofing Detection (Gustavo B. Souza, Daniel F. S. Santos, Rafael G. Pires, Aparecido N. Marana, João P. Papa)....Pages 643-651 A Kernel-Based Optimum-Path Forest Classifier (Luis C. S. Afonso, Danillo R. Pereira, João P. Papa)....Pages 652-660 A Possibilistic c-means Clustering Model with Cluster Size Estimation (László Szilágyi, Sándor M. Szilágyi)....Pages 661-668 Randomized Neural Network Based Signature for Classification of Titanium Alloy Microstructures (Jarbas Joaci de Mesquita Sá Junior, André R. Backes, Odemir Martinez Bruno)....Pages 669-676 Pap-smear Image Classification Using Randomized Neural Network Based Signature (Jarbas Joaci de Mesquita Sá Junior, André R. Backes, Odemir Martinez Bruno)....Pages 677-684 Estimation of Pedestrian Height Using Uncalibrated Cameras (Alejandro Valdés-Camejo, Guillermo Aguirre-Carrazana, Raúl Alonso-Baryolo, Annette Morales-González, Francisco J. Silva-Mata, Edel García-Reyes)....Pages 685-692 Semi-supervised Online Kernel Semantic Embedding for Multi-label Annotation (Jorge A. Vanegas, Hugo Jair Escalante, Fabio A. González)....Pages 693-701 Ultrasonic Backscatter Signal Processing Technique for the Characterization of Animal Lymph Node (Julian A. Villamarín, Daniela A. Montilla, Olga M. Potosi, Luis F. Londoño, Fabian G. Muñoz, Edgar W. Gutierrez)....Pages 702-709 A Distributed Shared Nearest Neighbors Clustering Algorithm (Juan Zamora, Héctor Allende-Cid, Marcelo Mendoza)....Pages 710-718 Automatic Classification of Optical Defects of Mirrors from Ronchigram Images Using Bag of Visual Words and Support Vector Machines (Daniel Zapata, Angel Cruz-Roa, Andrés Jiménez)....Pages 719-726 Back Matter ....Pages 727-730