
Roberto Paredes
Publications
2022
A comparison of Covid-19 early detection between convolutional neural networks and radiologists Journal Article
In: Insights into Imaging, vol. 13.0, no. 1.0, 2022.
Accelerating urban scale simulations leveraging local spatial 3D structure Journal Article
In: Journal of Computational Science, vol. 62.0, 2022.
Cognitive Impairment Markers Detection in Brain 3D MRI Images using Classic 2D Convolutional Models and Transfer Learning Inproceedings
In: In proceedings of the IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC 2022), 2022.
Automatic Transcription System for Nutritional Information Charts of Spanish Food Products. Inproceedings
In: In proceedings of the 17th International Conference on Computer Vision Theory and Applications (VISAPP 2022), 2022.
Spanish Lipreading in Realistic Scenarios: the LLEER project Inproceedings
In: In proceedings of the XII Jornadas en Tecnologías del Habla and VIII Iberian SLTech Workshop (iberSPEECH 2022), pp. 241–245, 2022.
2021
Deidentifying MRI Data Domain by Iterative Backpropagation Book Chapter
In: Statistical Atlases and Computational Models of the Heart. M&Ms and EMIDEC Challenges, Springer pages = 277--286, 2021, ISBN: 978-3-030-68106-7.
A deep analysis on high resolution dermoscopic image classification Journal Article
In: IET Computer Vision, 2021.
Automatic identification and classification of urban pavement distresses through convolutional neural networks Journal Article
In: Journal of Transportation Engineering, Part B: Pavements, vol. 147.0, no. 4.0, 2021.
The DeepHealth Toolkit: A Unified Framework to Boost Biomedical Applications Inproceedings
In: In proceedings of the 25th International Conference on Pattern Recognition (ICPR 2020), 2021.
ICDAR 2021 competition on mathematical formula detection Inproceedings
In: In proceedings of the 16th International Conference on Document Analysis and Recognition (ICDAR 2021), pp. 783–795, 2021.
On Calibration of Mixup Training for Deep Neural Networks Inproceedings
In: In proceedings of the IAPR Joint International Workshops on Structural and Syntactic Pattern Recognition (SSPR 2020) and Statistical techniques in Pattern Recognition (SPR 2020), pp. 67–76, 2021.
A deep analysis on high resolution dermoscopic image classification Journal Article
In: IET Computer Vision, 2021.
2020
Sistema integral para el mantenimiento eficiente de pavimentos urbanos Book
Fundación de la Asociación Española de la Carretera, 2020, ISBN: 978-84-89875-96-8.
SELENE: Self-Monitored Dependable Platform for High-Performance Safety-Critical Systems. Inproceedings
In: In proceedings of the 23rd Euromicro Conference on Digital System Design (DSD 2020), pp. 370–377, 2020.
Distributed Training on a Highly Heterogeneous HPC System Inproceedings
In: In proceedings of the XX International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation (SAMOS 2020), pp. 359–370, 2020.
Deidentifying MRI Data Domain by Iterative Backpropagation Inproceedings
In: In proceedings of the 11th International Workshop on Statistical Atlases and Computational Models of the Heart (STACOM 2020), pp. 277–286, 2020.
Sistema Integral de Mantenimiento Eficiente de Pavimentos Urbanos (SIMEPU) Inproceedings
In: In proceedings of the XV Jornada Nacional de ASEFMA, pp. 1–11, 2020.
Calibration of deep probabilistic models with decoupled bayesian neural networks Journal Article
In: Neurocomputing, vol. 407, pp. 194–205, 2020.
Study of Convolutional Neural Networks for Global Parametric Motion Estimation on Log-Polar Imagery Journal Article
In: IEEE Access, vol. 8, pp. 149122–149132, 2020.
Augmenting data with GANs to segment melanoma skin lesions Journal Article
In: Multimedia Tools and Applications, vol. 79, no. 21-22, pp. 15575–15592, 2020.
2018
Generative Models for Deep Learning with Very Scarce Data Inproceedings
In: In proceedings of the 23rd Iberoamerican Congress on Pattern Recognition (CIARP 2018), pp. 20–28, 2018.
Personality Recognition using Convolutional Neural Networks Inproceedings
In: In proceedings of the 18th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2017), pp. 313–323, 2018.
Empirical Evaluation of Variational Autoencoders for Data Augmentation Inproceedings
In: In proceedings of the 13th International Conference on Computer Vision Theory and Applications (VISAPP 2018), pp. 96–104, 2018.
End-to-end neural network architecture for fraud scoring in card payments Journal Article
In: Pattern Recognition Letters, vol. 105, pp. 175–181, 2018.
Passive-Aggressive online learning with nonlinear embeddings Journal Article
In: Pattern Recognition, vol. 79, pp. 162–171, 2018.
2017
Learning Multimodal Gender Profile using Neural Networks Inproceedings
In: In proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2017), pp. 577–582, 2017.
2016
SomEMBED: Comprensión del lenguaje en los medios de comunicación social-Representando contextos de forma continua Journal Article
In: PROCESAMIENTO DEL LENGUAJE NATURAL, no. 57, pp. 143–146, 2016.
Feature representation for social circles detection using MAC Journal Article
In: Neural Computing and Applications, no. 0, pp. 1–8, 2016.
Local Deep Neural Networks for gender recognition Journal Article
In: Pattern Recognition Letters, vol. 70, no. 0, pp. 80–86, 2016.
PRHLT at PR-SOCO: A Regression Model for Predicting Personality Traits from Source Code Inproceedings
In: In proceedings of the 8th meeting of Forum for Information Retrieval Evaluation (FIRE 2016), pp. 38–42, 2016.
2015
Data Mapping by Restricted Boltzmann Machines for Social Circles Detection Inproceedings
In: In proceedings of the International Joint Conference on Neural Networks (IJCNN 2015), pp. 2621–2627, 2015.
Empirical Evaluation of Different Feature Representations for Social Circles Detection Journal Article
In: Lecture Notes in Computer Science, vol. 9117, no. 0, pp. 31–38, 2015.
Mask selective regularization for restricted Boltzmann machines Journal Article
In: Neurocomputing, vol. 165, no. 0, pp. 375–383, 2015.
2014
ImageCLEF 2014: Overview and analysis of the results Journal Article
In: Lecture Notes in Computer Science, vol. 8685, no. 0, pp. 192–211, 2014.
Overview of the ImageCLEF 2014 Scalable Concept Image Annotation Task Journal Article
In: CEUR Workshop Proceedings, vol. 1180, no. 0, pp. 308–328, 2014.
Restricted Boltzmann Machines for Gender Classification Journal Article
In: Lecture Notes in Computer Science, vol. 8814, no. 0, pp. 274–281, 2014.
2013
CLEF 2013: Information Access Evaluation meets Multilinguality, Multimodality, and Visualization Journal Article
In: ACM SIGIR Forum, vol. 47, no. 2, pp. 15–20, 2013.
Interactive Image Retrieval Based on Relevance Feedback Book Chapter
In: Multimodal Interaction in Image and Video Applications, Springer pages = 83--109, 2013, ISBN: 978-3-642-35931-6.
SAGH a supervised image hashing technique Inproceedings
In: In proceedings of the III Workshop de Reconocimiento de Formas y Análisis de Imágenes (WSRFAI 2013), pp. 17–20, 2013.
Overview of the ImageCLEF 2013 Scalable Concept Image Annotation Subtask Inproceedings
In: In proceedings of the 4th Conference and Labs of the Evaluation Forum (CLEF 2013), pp. 1–19, 2013.
On improving robustness of LDA and SRDA by using tangent vectors Journal Article
In: Pattern Recognition Letters, vol. 34, no. 9, pp. 1094–1100, 2013.
Relevant Clouds: Leveraging Relevance Feedback to Build Tag Clouds for Image Search Journal Article
In: Lecture Notes in Computer Science, vol. 8138, no. 0, pp. 143–149, 2013.
ImageCLEF 2013: The Vision, the Data and the Open Challenges Journal Article
In: Lecture Notes in Computer Science, vol. 8138, no. 0, pp. 250–268, 2013.
Estimating Point of Regard with a Consumer Camera at a Distance Journal Article
In: Pattern Recognition and Image Analysis, no. 0, pp. 881–888, 2013.
2012
Enhancing image retrieval by an Exploration-Exploitation approach Inproceedings
In: In proceedings of the 8th International Conference on Machine Learning and Data Mining (MLDM 2012), pp. 355–365, 2012.
A k-NN Approach for Scalable Image Annotation Using General Web Data Inproceedings
In: In proceedings of the Annual Conference on Neural Information Processing Systems (NIPS 2012). Big Data Meets Computer Vision: First International Workshop on Large Scale Visual Recognition and Retrieval, pp. 1–5, 2012.
Image-Text Dataset Generation for Image Annotation and Retrieval Inproceedings
In: In proceedings of the II Congreso Español de Recuperación de Información (CERI 2012), pp. 115–120, 2012.
Overview of the ImageCLEF 2012 Scalable Web Image Annotation Task Inproceedings
In: In proceedings of the 3rd Conference and Labs of the Evaluation Forum (CLEF 2012), pp. 1–16, 2012.
2011
Query Refinement Suggestion in Multimodal Image Retrieval with Relevance Feedback Inproceedings
In: In proceedings of the 13th International Conference on Multimodal Interaction (ICMI), pp. 311–314, 2011.
Dimensionality reduction by minimizing nearest-neighbor classification error Journal Article
In: Pattern Recognition Letters, vol. 32, no. 4, pp. 633–639, 2011.