Pattern Recognition

1. Computer Vision

   1. Front Matter

      Pages 183-183

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   2. Vision-Based Blind Spot Warning System by Deep Neural Networks

      • Víctor R. Virgilio G., Humberto Sossa, Erik Zamora

      Pages 185-194

   3. Onboard CNN-Based Processing for Target Detection and Autonomous Landing for MAVs

      • A. A. Cabrera-Ponce, J. Martinez-Carranza

      Pages 195-208

   4. COUPLED: Calibration of a LiDAR and Camera Rig Using Automatic Plane Detection

      • Omar Montoya, Octavio Icasio, Joaquín Salas

      Pages 209-218

   5. ModuleNet: A Convolutional Neural Network for Stereo Vision

      • O. I. Renteria-Vidales, J. C. Cuevas-Tello, A. Reyes-Figueroa, M. Rivera

      Pages 219-228

2. Industrial and Medical Applications of Pattern Recognition

   1. Front Matter

      Pages 229-229

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   2. A Method for Estimating Driving Factors of Illicit Trade Using Node Embeddings and Clustering

      • Jorge Ángel González Ordiano, Lisa Finn, Anthony Winterlich, Gary Moloney, Steven Simske

      Pages 231-241

   3. Accurate Identification of Tomograms of Lung Nodules Using CNN: Influence of the Optimizer, Preprocessing and Segmentation

      • Cecilia Irene Loeza Mejía, R. R. Biswal, Eduardo Rodriguez-Tello, Gilberto Ochoa-Ruiz

      Pages 242-250

   4. What the Appearance Channel from Two-Stream Architectures for Activity Recognition Is Learning?

      • Reinier Oves García, L. Enrique Sucar

      Pages 251-260

   5. Automatic Estrus Cycle Identification System on Female Dogs Based on Deep Learning

      • Gustavo Calderón, Cesar Carrillo, Mariko Nakano, Jeanine Acevedo, José Ernesto Hernández

      Pages 261-268

3. Natural Language Processing and Recognition

   1. Front Matter

      Pages 269-269

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   2. Machine Learning Techniques for Identity Document Verification in Uncontrolled Environments: A Case Study

      • Alejandra Castelblanco, Jesus Solano, Christian Lopez, Esteban Rivera, Lizzy Tengana, Martín Ochoa

      Pages 271-281

   3. Not All Swear Words Are Used Equal: Attention over Word n-grams for Abusive Language Identification

      • Horacio Jesús Jarquín-Vásquez, Manuel Montes-y-Gómez, Luis Villaseñor-Pineda

      Pages 282-292

   4. Gender Identification in Social Media Using Transfer Learning

      • Aquilino Francisco Sotelo, Helena Gómez-Adorno, Oscar Esquivel-Flores, Gemma Bel-Enguix

      Pages 293-303

4. Artificial Intelligence Techniques and Recognition

   1. Front Matter

      Pages 305-305

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   2. Experimental Study on Transfer Learning in Denoising Autoencoders for Speech Enhancement

      • Marvin Coto-Jiménez

      Pages 307-317

   3. A Preliminary Study on Score-Based Hyper-heuristics for Solving the Bin Packing Problem

      • A. Silva-Gálvez, E. Lara-Cárdenas, I. Amaya, J. M. Cruz-Duarte, J. C. Ortiz-Bayliss

      Pages 318-327

   4. Learning Clasiffier Systems with Hebbian Learning for Autonomus Behaviors

      • Marco Ramos, Vianney Muñoz-Jiménez, Félix F. Ramos

      Pages 328-339

5. Back Matter

   Pages 341-342

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This book constitutes the proceedings of the 12th Mexican Conference on Pattern Recognition, MCPR 2020, which was due to be held in Morelia, Mexico, in June 2020. The conference was held virtually due to the COVID-19 pandemic.


The 31 papers presented in this volume were carefully reviewed and selected from 67 submissions. They were organized in the following topical sections: pattern recognition techniques;  image processing and analysis; computer vision; industrial and medical applications of pattern recognition; natural language processing and recognition; artificial intelligence techniques and recognition.

• artificial intelligence
• classification
• communication systems
• computer networks
• computer systems
• computer vision
• data mining
• deep learning
• image analysis
• image matching
• image processing
• image reconstruction
• image segmentation
• machine learning
• network protocols
• neural networks
• pattern recognition
• signal processing
• telecommunication systems
• wireless telecommunication systems

• Facultad de Ciencias Físico Matemáticas, Universidad Michoacana de San Nicolás de Hidalgo, Morelia, Mexico

  Karina Mariela Figueroa Mora

• Facultad de Ingeniería Eléctrica, Universidad Michoacana de San Nicolás de Hidalgo, Morelia, Mexico

  Juan Anzurez Marín, Jaime Cerda

• Computer Science, Instituto Nacional de Astrofísica, Óptica y Electrónica, Sta. Maria Tonantzintla, Mexico

  Jesús Ariel Carrasco-Ochoa, José Francisco Martínez-Trinidad

• Faculty of Computer Science, Autonomous University of Puebla, Puebla, Mexico

  José Arturo Olvera-López

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