Miguel Gonzalez-Mendoza

Miguel González Mendoza's interests are Machine Learning, Data Management and Computer Vision applications, in which he has advised 11 PhD thesis and 30 Master's Thesis. Author of more than 120 articles in JCR, congresses and book chapters.

From 1999 to 2004 he was research assistant, then postdoc at the Laboratory for Analysis and Architecture of Systems (LAAS-CNRS) in Toulouse, France. Since 2004, he works as professor at the Computer Science Department at Tecnologico de Monterrey. Coordinator of 15 national research projects (CONACYT) since 2005. Local coordinator of six European Projects FP6 and FP7 (2005-2015) and currently three on H2020.

Member of the Mexican National System of Researchers, SNI, rank II (Jan 2016), member since 2006. President of the Mexican Society for Artificial Intellige

EDUCATION

Miguel González Mendoza holds a BSc in Electronics from Tecnologico de Monterrey, Mexico, MSc and PhD degrees in Artificial Intelligence from the Institut National des Sciences Appliquées (INSA) in Toulouse, France.

RESEARCH INTERESTS

Machine Learning
Computer vision
Video surveillance
Data orchestration
New digital services
S&T international cooperation

RECENT SCHOLAR PUBLICATIONS

Knowledge Distillation in Video-Based Human Action Recognition: An Intuitive Approach to Efficient and Flexible Model Training
F Camarena, M Gonzalez-Mendoza, L Chang
Journal of Imaging 10 (4), 85 2024



On the In Vivo Recognition of Kidney Stones Using Machine Learning
F Lopez-Tiro, V Estrade, J Hubert, D Flores-Araiza, M Gonzalez-Mendoza, ...
IEEE Access 2024



Computer vision-based characterization of large-scale jet flames using a synthetic infrared image generation approach
C Prez-Guerrero, JF Ciprin-Snchez, A Palacios, G Ochoa-Ruiz, ...
Engineering Applications of Artificial Intelligence 127, 107275 2024



Towards a Standardized Evaluation of APIs Non-Functional Requirements Focused on Completeness and Soundness Qualities
J Alvarado-Uribe, AY Barrera-Animas, M Gonzalez-Mendoza, ...
Computacin y Sistemas 27 (4) 2023



An FPGA Smart Camera Implementation of Segmentation Models for Drone Wildfire Imagery
J Ciprian-Sanchez, V Vazquez-Garcia, M Gonzalez-Mendoza, ...
Computacin y Sistemas 27 (4) 2023



An fpga smart camera implementation of segmentation models for drone wildfire imagery
E Guarduo, JF Ciprian-Sanchez, V Vazquez-Garcia, ...
Mexican International Conference on Artificial Intelligence, 213-226 2023



FAU-Net: An Attention U-Net Extension with Feature Pyramid Attention for Prostate Cancer Segmentation
PC Quihui-Rubio, D Flores-Araiza, M Gonzalez-Mendoza, C Mata, ...
Mexican International Conference on Artificial Intelligence, 165-176 2023



Benchmark Analysis for Backbone Optimization in a Facial Reconstruction Model
V Hernndez-Manrique, M Gonzlez-Mendoza, C Vilchis, M Mndez-Ruiz, ...
Mexican International Conference on Artificial Intelligence, 141-151 2023



Assessing the performance of deep learning-based models for prostate cancer segmentation using uncertainty scores
PC Quihui-Rubio, D Flores-Araiza, G Ochoa-Ruiz, M Gonzalez-Mendoza, ...
MICCAI Workshop on Cancer Prevention through Early Detection, 83-93 2023



Assessing the Performance of Deep Learning-Based Models for Prostate Cancer Segmentation Using Uncertainty Scores
M Gonzalez-Mendoza, C Mata
Cancer Prevention Through Early Detection: Second International Workshop 2023



A survey on the pipeline evolution of facial capture and tracking for digital humans
C Vilchis, C Perez-Guerrero, M Mendez-Ruiz, M Gonzalez-Mendoza
Multimedia Systems 29 (4), 1917-1940 2023



Exploring the Potential for Real-Time Vision Transformer-Level Precision on Face Recognition Scenarios through Binarization on Embedded Systems
LS Luevano, M Gonzlez-Mendoza, Y Martnez-Daz, H Mndez-Vzquez
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition 2023



Improved kidney stone recognition through attention and multi-view feature fusion strategies
E Villalvazo-Avila, F Lopez-Tiro, M Rizo, J El-Beze, J Hubert, ...
2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI), 1-5 2023



An Overview of the Vision-Based Human Action Recognition Field
F Camarena, M Gonzalez-Mendoza, L Chang, R Cuevas-Ascencio
Mathematical and Computational Applications 28 (2), 61 2023



A Concise Overview of the Vision-based Human Action Recognition Field
F Camarena, M Gonzalez-Mendoza, L Chang, RJ Cuevas-Ascencio
Preprints 2023



Exploring the Effectiveness of Lightweight Architectures for Face Anti-Spoofing
Y Martnez-Daz, H Mndez-Vzquez, LS Luevano, M Gonzalez-Mendoza
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern 2023



Isolated Sign Language Recognition based on Tree Structure Skeleton Images
D Laines, M Gonzalez-Mendoza, G Ochoa-Ruiz, G Bejarano
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern 2023



Deep prototypical-parts ease morphological kidney stone identification and are competitively robust to photometric perturbations
D Flores-Araiza, F Lopez-Tiro, J El-Beze, J Hubert, M Gonzalez-Mendoza, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern 2023



A predictive model for stress recognition in desk jobs
W Sanchez, A Martinez, Y Hernandez, H Estrada, M Gonzalez-Mendoza
Journal of Ambient Intelligence and Humanized Computing 14 (1), 17-29 2023



Experimental large-scale jet flames’ geometrical features extraction for risk management using infrared images and deep learning segmentation methods
C Prez-Guerrero, A Palacios, G Ochoa-Ruiz, V Foroughi, E Pastor, ...
Journal of Loss Prevention in the Process Industries 80, 104903 2022

MOST CITED SCHOLAR PUBLICATIONS

Shufflefacenet: A lightweight face architecture for efficient and highly-accurate face recognition
Y Martindez-Diaz, LS Luevano, H Mendez-Vazquez, M Nicolas-Diaz, ...
Proceedings of the IEEE/CVF International Conference on Computer Vision 2019
Citations: 72



Benchmarking lightweight face architectures on specific face recognition scenarios
Y Martinez-Diaz, M Nicolas-Diaz, H Mendez-Vazquez, LS Luevano, ...
Artificial Intelligence Review 54 (8), 6201-6244 2021
Citations: 39



Towards accurate and lightweight masked face recognition: an experimental evaluation
Y Martnez-Daz, H Mndez-Vzquez, LS Luevano, M Nicols-Daz, ...
IEEE Access 10, 7341-7353 2021
Citations: 27



Deep learning system for vehicular re-routing and congestion avoidance
P Perez-Murueta, A Gmez-Espinosa, C Cardenas, ...
Applied Sciences 9 (13), 2717 2019
Citations: 27



Enrichment of learner profile with ubiquitous user model interoperability
ML Martnez-Villaseor, M Gonzlez-Mendoza, I Danvila Del Valle
Computacin y Sistemas 18 (2), 359-374 2014
Citations: 23



Towards a ubiquitous user model for profile sharing and reuse
M de Lourdes Martinez-Villaseor, M Gonzalez-Mendoza, ...
Sensors 12 (10), 13249-13283 2012
Citations: 23



FIRe-GAN: a novel deep learning-based infrared-visible fusion method for wildfire imagery
JF Ciprin-Snchez, G Ochoa-Ruiz, M Gonzalez-Mendoza, L Rossi
Neural Computing and Applications, 1-13 2021
Citations: 22



Advances in Computational Intelligence
MGM 3. Ildar Batyrshin
Springer 7630, 469 2012
Citations: 22



Monitoring student activities with smartwatches: On the academic performance enhancement
O Herrera-Alcntara, AY Barrera-Animas, M Gonzlez-Mendoza, ...
Sensors 19 (7), 1605 2019
Citations: 21



A comparison of road departure warning systems on real driving conditions
M Gonzalez-Mendoza, B Jammes, N Hernandez-Gress, A Titli, D Esteve
Proceedings. The 7th International IEEE Conference on Intelligent 2004
Citations: 21



A predictive model for stress recognition in desk jobs
W Sanchez, A Martinez, Y Hernandez, H Estrada, M Gonzalez-Mendoza
Journal of Ambient Intelligence and Humanized Computing 14 (1), 17-29 2023
Citations: 19



A linked list-based algorithm for blob detection on embedded vision-based sensors
R Acevedo-Avila, M Gonzalez-Mendoza, A Garcia-Garcia
Sensors 16 (6), 782 2016
Citations: 19



La gestin del conocimiento y el capital intelectual como base fundamental de las organizaciones inteligentes
MT Mendoza Pineda
Gestin y Sociedad 4 (1), 17-25 2011
Citations: 19



Semantic representation of CAD models based on the IGES standard
NV Bermeo, MG Mendoza, AG Castro
Advances in Artificial Intelligence and Its Applications: 12th Mexican 2013
Citations: 18



Hybrid fuzzy-SV clustering for heart disease identification
ALG Gamboa, MG Mendoza, REI Orozco, JM Vargas, NH Gress
2006 International Conference on Computational Inteligence for Modelling 2006
Citations: 18



Lightweight low-resolution face recognition for surveillance applications
Y Martnez-Daz, H Mndez-Vzquez, LS Luevano, L Chang, ...
2020 25th International Conference on Pattern Recognition (ICPR), 5421-5428 2021
Citations: 17



Solving binary cutting stock with matheuristics using particle swarm optimization and simulated annealing
IAL Sanchez, JM Vargas, CA Santos, MG Mendoza, CJM Moctezuma
Soft Computing 22, 6111-6119 2018
Citations: 17



Driver hypovigilance diagnosis using wavelets and statistical analysis
AS Diaz, B Jammes, D Esteve, MG Mendoza
Proceedings. The IEEE 5th International Conference on Intelligent 2002
Citations: 17



A study on the performance of unconstrained very low resolution face recognition: Analyzing current trends and new research directions
LS Luevano, L Chang, H Mndez-Vzquez, Y Martnez-Daz, ...
IEEE Access 9, 75470-75493 2021
Citations: 16



HyRA: a hybrid recommendation algorithm focused on smart POI. Ceut as a study scenario
J Alvarado-Uribe, A Gmez-Oliva, AY Barrera-Animas, G Molina, ...
Sensors 18 (3), 890 2018
Citations: 15