Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications: 23rd Iberoamerican Congress, CIARP 2018, Madrid, Spain, November 19-22, 2018, Proceedings

Front Matter ....Pages I-XXIII
Front Matter ....Pages 1-1
 Large Scale Learning Techniques for Least Squares Support Vector Machines  (Santiago Toledo-Cortés, Ivan Y. Castellanos-Martinez, Fabio A. Gonzalez)....Pages 3-11
 An Automatic Approximate Bayesian Computation Approach Using Metric Learning  (W. González-Vanegas, A. Álvarez-Meza, A. Orozco-Gutiérrez)....Pages 12-19
 Generative Models for Deep Learning with Very Scarce Data  (Juan Maroñas, Roberto Paredes, Daniel Ramos)....Pages 20-28
 Data Augmentation via Variational Auto-Encoders  (Unai Garay-Maestre, Antonio-Javier Gallego, Jorge Calvo-Zaragoza)....Pages 29-37
 LSTM-Based Multi-scale Model for Wind Speed Forecasting  (Ignacio A. Araya, Carlos Valle, Héctor Allende)....Pages 38-45
 Using Deep Learning to Classify Class Imbalanced Gene-Expression Microarrays Datasets  (A. Reyes-Nava, H. Cruz-Reyes, R. Alejo, E. Rendón-Lara, A. A. Flores-Fuentes, E. E. Granda-Gutiérrez)....Pages 46-54
 A Data Representation Approach to Support Imbalanced Data Classification Based on TWSVM  (C. Jimenez, A. M. Alvarez, A. Orozco)....Pages 55-63
 Improving Regression Models by Dissimilarity Representation of Bio-chemical Data  (Francisco Jose Silva-Mata, Catherine Jiménez, Gabriela Barcas, David Estevez-Bresó, Niusvel Acosta-Mendoza, Andres Gago-Alonso et al.)....Pages 64-71
 A Comparative Study on Unsupervised Domain Adaptation for Coffee Crop Mapping  (Edemir Ferreira, Hugo Oliveira, Mário Sérgio Alvim, Jefersson Alex dos Santos)....Pages 72-80
 Analytical Comparison of Histogram Distance Measures  (Manuel G. Forero, Carlos Arias-Rubio, Brigete Tatiana González)....Pages 81-90
 Gaussian Processes Regression with Multiple Annotators: When the Annotator Performance Is Not Homogeneous  (Julián Gil González, Andrés Marino Álvarez, Álvaro Angel Orozco)....Pages 91-99
 Linear Projection Learned from Hybrid CKA for Enhancing Distance-Based Classifiers  (Diego Collazos-Huertas, David Cárdenas-Peña, German Castellanos-Dominguez)....Pages 100-108
 Evaluation of Bag-of-Word Performance for Time Series Classification Using Discriminative SIFT-Based Mid-Level Representations  (Raquel Almeida, Hugo Herlanin, Zenilton Kleber G. do Patrocinio Jr., Simon Malinowski, Silvio Jamil Ferzoli Guimarães)....Pages 109-116
 Color Classification Methods for Perennial Weed Detection in Cereal Crops  (Manuel G. Forero, Sergio Herrera-Rivera, Julián Ávila-Navarro, Camilo Andres Franco, Jesper Rasmussen, Jon Nielsen)....Pages 117-123
 Hierarchical Graph-Based Segmentation in Detection of Object-Related Regions  (Rafael Machado Ribeiro, Silvio Jamil Ferzoli Guimarães, Zenilton Kleber G. Patrocínio Jr.)....Pages 124-132
 Dealing with Heterogeneous Google Earth Images on Building Area Detection Task  (Cassio Almeida, William Fernandes, Simone Barbosa, Hélio Lopes)....Pages 133-140
 Evaluation of Scale-Aware Realignments of Hierarchical Image Segmentation  (Milena M. Adão, Silvio Jamil Ferzoli Guimarães, Zenilton K. G. Patrocínio Jr.)....Pages 141-149
 3D SfM as a Measuring Technique for Human Body Transformation  (Alessandro Marro, Stefan Wiesen, Max Langbein, Hans Hagen)....Pages 150-158
 Outlier Detection for Line Matching  (Roi Santos, Xose M. Pardo, Xose R. Fdez-Vidal)....Pages 159-167
 Detection of Small Portions of Water in VIS-NIR Images Acquired by UAVs  (Daniel Trevisan Bravo, Stanley Jefferson de Araujo Lima, Sidnei Alves de Araujo, Wonder Alexandre Luz Alves)....Pages 168-176
 Predicting City Safety Perception Based on Visual Image Content  (Sergio F. Acosta, Jorge E. Camargo)....Pages 177-185
 Analysis and Classification of MoCap Data by Hilbert Space Embedding-Based Distance and Multikernel Learning  (Juan Diego Pulgarin-Giraldo, Andres Marino Alvarez-Meza, Steven Van Vaerenbergh, Ignacio Santamaría, German Castellanos-Dominguez)....Pages 186-193
 An Out of Sample Version of the EM Algorithm for Imputing Missing Values in Classification  (Sergio Campos, Alejandro Veloz, Hector Allende)....Pages 194-202
 Multi-granulation Strategy via Feature Subset Extraction by Using a Genetic Algorithm and a Rough Sets-Based Measure of Dependence  (Ariam Rivas, Ricardo Navarro, Chyon Hae Kim, Rafael Bello)....Pages 203-211
 Boosting Collaborative Filters for Drug-Target Interaction Prediction  (Cristian Orellana M., Ricardo Ñanculef, Carlos Valle)....Pages 212-220
 Fast Adapting Mixture Parameters Schemes for Probability Density Difference-Based Deformable Model  (Aicha Baya Goumeidane, Nafaa Nacereddine)....Pages 221-228
 Optimal Stochastic Excitation for Linear Flaw Detection in a Solid Material  (Nesrine Houhat, Sébastien Ménigot, Tarek Boutkedjirt, Redouane Drai, Jean-Marc Girault)....Pages 229-236
 Computing Anomaly Score Threshold with Autoencoders Pipeline  (Igr Alexánder Fernández-Saúco, Niusvel Acosta-Mendoza, Andrés Gago-Alonso, Edel Bartolo García-Reyes)....Pages 237-244
 Generating Random Variates via Kernel Density Estimation and Radial Basis Function Based Neural Networks  (Cristian Candia-García, Manuel G. Forero, Sergio Herrera-Rivera)....Pages 245-252
 Detection of Bat Acoustics Signals Using Voice Activity Detection Techniques with Random Forests Classification  (Adrian T. Ruiz, Julian Equihua, Santiago Martínez, Everardo Robredo, Günther Palm, Friedhelm Schwenker)....Pages 253-261
 Space Efficient Incremental Betweenness Algorithm for Directed Graphs  (Reynaldo Gil-Pons)....Pages 262-270
 Confusion Matrix-Based Building of Hierarchical Classification  (Paulo Cavalin, Luiz Oliveira)....Pages 271-278
 Information Potential Variability for Hyperparameter Selection in the MMD Distance  (Cristhian K. Valencia, Andrés Álvarez, Edgar A. Valencia, Mauricio A. Álvarez, Álvaro Orozco)....Pages 279-286
 A Fuzzy Classifier for Data Streams with Infinitely Delayed Labels  (Tiago Pinho da Silva, Vinicius Mourão Alves Souza, Gustavo Enrique Almeida Prado Alves Batista, Heloisa de Arruda Camargo)....Pages 287-295
 Generalized Multitarget Linear Regression with Output Dependence Estimation  (Hector Gonzalez, Carlos Morell, Francesc J. Ferri)....Pages 296-304
 A New Weighted k-Nearest Neighbor Algorithm Based on Newton’s Gravitational Force  (Juan Aguilera, Luis C. González, Manuel Montes-y-Gómez, Paolo Rosso)....Pages 305-313
 Towards Hierarchical Classification of Data Streams  (Antonio Rafael Sabino Parmezan, Vinicius M. A. Souza, Gustavo E. A. P. A. Batista)....Pages 314-322
Front Matter ....Pages 323-323
 Non-parametric Contextual Relationship Learning for Semantic Video Object Segmentation  (Tinghuai Wang, Huiling Wang)....Pages 325-333
 Superpixel Segmentation by Object-Based Iterative Spanning Forest  (Felipe Belém, Silvio Jamil F. Guimarães, Alexandre Xavier Falcão)....Pages 334-341
 Frequency Analysis of Topological Projections onto Klein Bottle for Texture Characterization  (Thiago Pirola Ribeiro, André L. Naves de Oliveira, Celia A. Zorzo Barcelos)....Pages 342-350
 Singular Patterns in Optical Flows as Dynamic Texture Descriptors  (Leandro N. Couto, Celia A. Z. Barcelos)....Pages 351-358
 Efficient Unsupervised Image Segmentation by Optimum Cuts in Graphs  (Hans H. C. Bejar, Lucy A. C. Mansilla, Paulo A. V. Miranda)....Pages 359-367
 Dirichlet Series in Complex Network Modeling of Texture Images  (João Batista Florindo)....Pages 368-375
 Detection of Vertices in Sketched Drawings of Polyhedral Shapes  (Pedro Company, Peter A. C. Varley, Raquel Plumed, Jorge D. Camba)....Pages 376-383
 A Note on the Phase Congruence Method in Image Analysis  (Carlos A. Jacanamejoy, Manuel G. Forero)....Pages 384-391
 An Efficient CBIR System for High Resolution Remote Sensing Images  (Samia Bouteldja, Assia Kourgli)....Pages 392-400
 Experimental Analysis of Measurements Fusion for Pose Estimation Using PMD Sensor  (Ksenia Klionovska, Heike Benninghoff, Eicke-Alexander Risse, Felix Huber)....Pages 401-409
 Automated Colony Counter for Single Plate Serial Dilution Spotting  (Dimitria Theophanis Boukouvalas, Peterson Belan, Cintia Raquel Lima Leal, Renato Araújo Prates, Sidnei Alves de Araújo)....Pages 410-418
 Image Inpainting Based on Local Patch Search Supported by Image Segmentation  (Sarah Almeida Carneiro, Helio Pedrini, Silvio Jamil Ferzoli Guimarães)....Pages 419-427
 Bio-Inspired Perception Sensor (BIPS) Concept Analysis for Embedded Applications  (Louise Sarrabezolles, Antoine Manzanera, Nicolas Hueber)....Pages 428-435
 Deterministic Partially Self-avoiding Walks on Networks for Natural Shapes Classification  (Lucas C. Ribas, Odemir M. Bruno)....Pages 436-443
 Hierarchy-Based Salient Regions: A Region Detector Based on Hierarchies of Partitions  (Karla Otiniano-Rodríguez, Arnaldo de A. Araújo, Guillermo Cámara-Chávez, Jean Cousty, Silvio Jamil F. Guimarães, Benjamin Perret)....Pages 444-452
 Logarithmic Mathematical Morphology: A New Framework Adaptive to Illumination Changes  (Guillaume Noyel)....Pages 453-461
 FqSD: Full-Quaternion Saliency Detection in Images  (Reynolds León Guerra, Edel B. García Reyes, Annette M. González Quevedo, Heydi Méndez Vázquez)....Pages 462-469
 Graph-Based Image Segmentation Using Dynamic Trees  (Jordão Bragantini, Samuel Botter Martins, Cesar Castelo-Fernandez, Alexandre Xavier Falcão)....Pages 470-478
 Radial Textures: A New Approach to Analyze Meat Quality by Using MRI  (Daniel Caballero, Andrés Caro, José Manuel Amigo, Mar Ávila, Teresa Antequera, Trinidad Pérez-Palacios)....Pages 479-486
 An Enhanced Sequential Search Feature Selection Based on mRMR to Support FCD Localization  (J. Castañeda-Gonzalez, A. Alvarez-Meza, A. Orozco-Gutierrez)....Pages 487-495
 Automated Identification and Classification of Diatoms from Water Resources  (Jose Libreros, Gloria Bueno, Maria Trujillo, Maria Ospina)....Pages 496-503
 Novel Scene Recognition Using TrainDetector  (Sebastien Mambou, Ondrej Krejcar)....Pages 504-512
 PointNet Evaluation for On-Road Object Detection Using a Multi-resolution Conditioning  (Jose Pamplona, Carlos Madrigal, Arturo de la Escalera)....Pages 513-520
 Multimodal Object Recognition Using Deep Learning Representations Extracted from Images and Smartphone Sensors  (Javier Ortega Bastida, Antonio-Javier Gallego, Antonio Pertusa)....Pages 521-529
 Object Detection on Base of Modified Convolutional Network  (Alexey Alexeev, Yuriy Matveev, Georgy Kukharev)....Pages 530-537
 Robust Fourier-Based Checkerboard Corner Detection for Camera Calibration  (Benjamin Spitschan, Jörn Ostermann)....Pages 538-546
 Spatiotemporal CNNs for Pornography Detection in Videos  (Murilo Varges da Silva, Aparecido Nilceu Marana)....Pages 547-555
 Nose Based Rigid Face Tracking  (Luan P. e Silva, Flávio H. de B. Zavan, Olga R. P. Bellon, Luciano Silva)....Pages 556-563
Front Matter ....Pages 565-565
 On Combining Face Local Appearance and Geometrical Features for Race Classification  (Fabiola Becerra-Riera, Nelson Méndez Llanes, Annette Morales-González, Heydi Méndez-Vázquez, Massimo Tistarelli)....Pages 567-574
 Facial Landmarks Detection Using a Cascade of Recombinator Networks  (Pedro Diego López, Roberto Valle, Luis Baumela)....Pages 575-583
 Measuring the Gender and Ethnicity Bias in Deep Models for Face Recognition  (Alejandro Acien, Aythami Morales, Ruben Vera-Rodriguez, Ivan Bartolome, Julian Fierrez)....Pages 584-593
 3D Face Recognition with Reconstructed Faces from a Collection of 2D Images  (João Baptista Cardia Neto, Aparecido Nilceu Marana)....Pages 594-601
 Comparison of Angle and Size Features with Deep Learning for Emotion Recognition  (Patrick Dunau, Marco F. Huber, Jürgen Beyerer)....Pages 602-610
 Fast and Accurate Person Re-identification with Xception Conv-Net and C2F  (Arthur van Rooijen, Henri Bouma, Fons Verbeek)....Pages 611-619
 A Novel Multi-purpose Deep Architecture for Facial Attribute and Emotion Understanding  (Ankit Sharma, Pooyan Balouchian, Hassan Foroosh)....Pages 620-627
 Are Deep Learning Methods Ready for Prime Time in Fingerprints Minutiae Extraction?  (Ana Rebelo, Tiago Oliveira, Manual E. Correia, Jaime S. Cardoso)....Pages 628-636
 Fingerprint Image Quality Assessment Based on Oriented Pattern Analysis  (Raimundo Claudio da Silva Vasconcelos, Helio Pedrini)....Pages 637-644
 Towards End-to-End DNN-Based Identification of Individual Manta Rays from Sparse Imagery  (Tuana Celik, Benjamin Hughes, Tilo Burghardt)....Pages 645-653
 Two Stream Deep CNN-RNN Attentive Pooling Architecture for Video-Based Person Re-identification  (W. Ansar, M. M. Fraz, M. Shahzad, I. Gohar, S. Javed, S. K. Jung)....Pages 654-661
Front Matter ....Pages 663-663
 Recognition of Genetic Disorders Based on Deep Features and Geometric Representation  (Jadisha Yarif Ramírez Cornejo, Helio Pedrini)....Pages 665-672
 Circular Non-uniform Sampling Patch Inputs for CNN Applied to Multiple Sclerosis Lesion Segmentation  (Gustavo Ulloa, Rodrigo Naranjo, Héctor Allende-Cid, Steren Chabert, Héctor Allende)....Pages 673-680
 End-to-End Ovarian Structures Segmentation  (Diego S. Wanderley, Catarina B. Carvalho, Ana Domingues, Carla Peixoto, Duarte Pignatelli, Jorge Beires et al.)....Pages 681-689
 Exploring Deep-Based Approaches for Semantic Segmentation of Mammographic Images  (Hugo Neves de Oliveira, Claudio Saliba de Avelar, Alexei Manso Corrêa Machado, Arnaldo de Albuquerque Araujo, Jefersson Alex dos Santos)....Pages 690-698
 Short Time EEG Connectivity Features to Support Interpretability of MI Discrimination  (V. Gómez, A. Álvarez, P. Herrera, G. Castellanos, A. Orozco)....Pages 699-706
 Improving Ensemble Averaging by Epoch Detrending in Evoked Potentials  (Idileisy Torres-Rodríguez, Carlos A. Ferrer, Ernesto Velarde-Reyes, Alberto Taboada-Crispi)....Pages 707-714
 Color Features Extraction and Classification of Digital Images of Erythrocytes Infected by Plasmodium berghei  (Juan V. Lorenzo-Ginori, Lyanett Chinea-Valdés, Yanela IzquierdoTorres, Rubén Orozco-Morales, Niurka Mollineda-Diogo, Sergio Sifontes-Rodríguez et al.)....Pages 715-722
 Automated Pneumothorax Diagnosis Using Deep Neural Networks  (Tony Lindsey, Rebecca Lee, Ronald Grisell, Saul Vega, Sena Veazey)....Pages 723-731
 Classification of Melanoma Images with Fisher Vectors and Deep Learning  (Gastón Liberman, Daniel Acevedo, Marta Mejail)....Pages 732-739
 Automatic Identification of DBS Parameters from the Volume of Tissue Activated (VTA) Using Support Vector Machines  (Robinson Aguilar, Hernán Darío Vargas-Cardona, Andrés M. Álvarez, Álvaro A. Orozco, Piedad Navarro)....Pages 740-747
 Interactive Border Contour with Automatic Tracking Algorithm Selection for Medical Images  (André V. Leinio, Lucas Lellis, Fábio A. M. Cappabianco)....Pages 748-756
 Learning to Recognize Abnormalities in Chest X-Rays with Location-Aware Dense Networks  (Sebastian Gündel, Sasa Grbic, Bogdan Georgescu, Siqi Liu, Andreas Maier, Dorin Comaniciu)....Pages 757-765
 An Automatic Brain Tumor Segmentation Approach Based on Affinity Clustering  (C. Ramirez, V. Gomez, I. De la Pava, A. Alvarez, J. Echeverry, J. Rios et al.)....Pages 766-773
 Enhanced Graph Cuts for Brain Tumor Segmentation Using Bayesian Optimization  (Mauricio Castaño, Hernán F. García, Gloria L. Porras-Hurtado, Álvaro A. Orozco, Jorge I. Marin-Hurtado)....Pages 774-782
 Convolutional Neural Network Architectures for Texture Classification of Pulmonary Nodules  (Carlos A. Ferreira, António Cunha, Ana Maria Mendonça, Aurélio Campilho)....Pages 783-791
 Reconstructed Phase Space and Convolutional Neural Networks for Classifying Voice Pathologies  (João Vilian de Moraes Lima Marinus, Joseana Macedo Fechine Regis de Araújo, Herman Martins Gomes)....Pages 792-801
 QRS Detection in ECG Signal with Convolutional Network  (Pedro Silva, Eduardo Luz, Elizabeth Wanner, David Menotti, Gladston Moreira)....Pages 802-809
 Gender Effects on an EEG-Based Emotion Level Classification System  (I. De La Pava, A. Álvarez, P. Herrera, G. Castellanos-Dominguez, A. Orozco)....Pages 810-819
 EEG Channel Relevance Analysis Using Maximum Mean Discrepancy on BCI Systems  (D. F. Luna-Naranjo, J. V. Hurtado-Rincon, D. Cárdenas-Peña, V. H. Castro, H. F. Torres, G. Castellanos-Dominguez)....Pages 820-828
 Forward Modelling Complexity Influence in EEG Source Localization Using Real EEG Data  (Ernesto Cuartas Morales, Yohan Ricardo Céspedes Villar, Carlos Daniel Acosta, German Castellanos-Dominguez)....Pages 829-836
 Emotion Recognition with Ensemble Using mRMR-Based Feature Selection  (A. Valencia-Alzate, J. Castañeda-Gonzalez, J. Hoyos-Osorio, G. Daza-Santacoloma, A. Orozco-Gutierrez)....Pages 837-845
Front Matter ....Pages 847-847
 Regularization for Graph-Based Transfer Learning Text Classification  (Cristián Serpell, Héctor Allende, Carlos Valle)....Pages 849-856
 Math Formula Script and Type Identification and Recognition  (Kawther Khazri, Afef Kacem Echi)....Pages 857-864
 Evaluating AdaBoost for Plagiarism Detection  (Thiago V. Reginaldo, Magali R. G. Meireles, Zenilton K. G. Patrocínio Jr.)....Pages 865-873
 Predicting Academic-Challenge Success  (Dante López, Luis Villaseñor, Manuel Montes-y-Gómez, Eduardo Morales, Hugo Jair Escalante)....Pages 874-883
 Visual Semantic Re-ranker for Text Spotting  (Ahmed Sabir, Francesc Moreno-Noguer, Lluís Padró)....Pages 884-892
 A Hybrid Feature Extraction Method for Offline Handwritten Math Symbol Recognition  (Carlos Ramírez-Piña, Josep Salvador Sánchez, Rosa M. Valdovinos-Rosas, José A. Hernández-Servín)....Pages 893-901
 Improving Handwritten Character Recognition by Using a Ranking-Based Feature Selection Approach  (N. D. Cilia, C. De Stefano, F. Fontanella, A. Scotto di Freca)....Pages 902-910
Front Matter ....Pages 911-911
 Using Image Processing Techniques and HD-EMG for Upper Limb Prosthesis Gesture Recognition  (Roberto Díaz-Amador, Carlos A. Ferrer-Riesgo, Juan V. Lorenzo-Ginori)....Pages 913-921
 An Effective Approach Based on a Subset of Skeleton Joints for Two-Person Interaction Recognition  (Sirine Ammar, Nizar Zaghden, Mahmoud Neji)....Pages 922-929
 Evaluating Deep Models for Dynamic Brazilian Sign Language Recognition  (Lucas Amaral, Givanildo L. N. Júnior, Tiago Vieira, Thales Vieira)....Pages 930-937
 A DTW-Based Representation to Support Static Sign Language Recognition from Binary Images  (J. S. Blandon, A. Alvarez, A. Orozco)....Pages 938-945
 Human Activity Recognition Using Multi-modal Data Fusion  (Andres Felipe Calvo, German Andres Holguin, Henry Medeiros)....Pages 946-953
 Using Scene Context to Improve Action Recognition  (Juarez Monteiro, Roger Granada, Felipe Meneguzzi, Rodrigo Coelho Barros)....Pages 954-961
 Empirical Evaluation of the BCOC Method on Multi-Domain Sentiment Analysis Data Sets  (Brian Keith Norambuena, Claudio Meneses Villegas)....Pages 962-970
 Improving Attitude Words Classification for Opinion Mining Using Word Embedding  (Reynier Ortega-Bueno, José E. Medina-Pagola, Carlos Enrique Muñiz-Cuza, Paolo Rosso)....Pages 971-982
Back Matter ....Pages 983-987