Dr. Iván González Díaz's personal page
Welcome to my personal web page. I'm Associate Professor at Signal Theory and Communications Department and member of
the Multimedia Processing Group of the Universidad Carlos III de Madrid.
Teaching Resources
Tutorials for Digital Audio Processing (Kindly provided by Sergio Sanz Escalona).
Research Resources
Databases
Keyframe ground-truth segmentation database: Download
QR Codes Database: Download
Louvre and Madrid Video Annotation Datasets: Download
Grasping in the Wild Dataset: Access
Software/codes
Windows and Linux executables of the Motion Classification based Search (MCS): Download
Matlab Code for Geometric Image retrieval and ROI segmentation: Download
Code for DermaKNet (skin lesion diagnosis) at GitHub
Code for Density-based clustering in scenarios with variable density at GitHub
Code for License Plate Detection (LPD) in unconstrained environments at GitHub
Code for Bag Exponential Loss for image retrieval under noisy scenarios at GitHub
Code for ACME: Automatic feature extraction for Cell Migration Examination through intravital microscopy imaging at GitHub
Links
Multimedia Processing Group
Signal Theory and Communications Department
Universidad Carlos III de Madrid
Publications
Journal papers
- Javier López-Labraca, Iván González-Díaz, Fernando Díaz-de-María. An Interpretable CNN-based CAD system for Skin Lesion Diagnosis. Artificial Intelligence in Medicine, 2022, Accepted for publication. IF: 7.011 (2021)
- Miguel Molina-Moreno, Iván González-Díaz, Jon Sicilia, Georgiana Crainiciuc, Miguel Palomino-Segura, Andrés Hidalgo, Fernando Díaz-de-María. ACME: Automatic feature extraction for Cell Migration Examination through intravital microscopy imaging. Medical Image Analysis, 2022, 102358, ISSN 1361-8415. IF: 13.828 (2021)[Code]
- Crainiciuc G, Palomino-Segura M, Molina-Moreno M, Sicilia J, Aragones DG, Li JLY, Madurga R, Adrover JM, Aroca-Crevillén A, Martin-Salamanca S, Del Valle AS, Castillo SD, Welch HCE, Soehnlein O, Graupera M, Sánchez-Cabo F, Zarbock A, Smithgall TE, Di Pilato M, Mempel TR, Tharaux PL, González SF, Ayuso-Sacido A, Ng LG, Calvo GF, González-Díaz I, Díaz-de-María F, Hidalgo A. Behavioural immune landscapes of inflammation. Nature (2022). IF: 69.504 (2021) [Code]
- T. Martínez-Cortés, I. González-Díaz and F. Díaz-de-María, "Training Deep Retrieval Models with Noisy Datasets: Bag Exponential Loss," Pattern Recognition, Volume 112, pp. 107811, April 2021. IF: 8.518 (2021) [Code]
- M. Fernández-Torres, I. González-Díaz and F. Díaz-de-María, "Probabilistic Topic Model for Context-Driven Visual Attention Understanding," in IEEE Transactions on Circuits and Systems for Video Technology, vol. 30, no. 6, pp. 1653-1667, June 2020 IF: 4.133 (2019)
- M. Molina-Moreno, I. González-Díaz and F. Díaz-de-María. "Efficient Scale-Adaptive License Plate Detection System". In IEEE Transactions on Intelligent Transportation Systems, vol. 20, no. 6, pp. 2109-2121, June 2019. IF: 6.319 (2019) [Code]
- Iván González-Díaz, Jenny Benois-Pineau, Jean-Philippe Domenger, Daniel Cattaert, Aymar de Rugy , Perceptually-guided deep neural networks for ego-action prediction: Object grasping. Special issue on Bio/neuroscience Pattern Recognition, Edited by Farzin Deravi, Zhongfei Zhang, Chaabane Djeraba, Pattern Recognition, Volume 88, April 2019, Pages 223-235, , IF: 7.196 (2019).[Grasping in the Wild Dataset]
- Iván González-Díaz., "DermaKNet: Incorporating the knowledge of dermatologists to Convolutional Neural Networks for skin lesion diagnosis". In IEEE Journal of Biomedical and Health Informatics, vol. 23, no. 2, pp. 547-559, March 2019. IF: 5.233 (2019) [Software]
- E. Pla-Sacristán, I. González-Díaz, T. Martínez-Cortés, F. Díaz-de-María. "Finding landmarks within settled areas using hierarchical density-based clustering and meta-data from publicly available images". In Expert Systems with Applications, Volume 123, 2019, Pages 315-327, ISSN 0957-4174, IF: 5.452 (2019) [Code]
- F Fernández-Martínez, A Hernández-García, MA Fernández-Torres, I González-Díaz, Á García-Faura, F Díaz de María. Exploiting visual saliency for assessing the impact of car commercials upon viewers. Multimed Tools Appl (2018) 77: 18903. IF: 2.101 (2018)
- López-Labraca, J., Fernández-Torres, M.Á., González-Díaz, I., Díaz-de-María, F. and Pizarro, A.. Enriched dermoscopic-structure-based cad system for melanoma diagnosis. Multimed Tools Appl (2018) 77: 12171. IF: 2.101 (2018)
- Iván González-Díaz, Murat Birinci, Fernando Díaz-de-María, Edward J. Delp. . Neighborhood Matching for Image Retrieval. IEEE Trans. Multimedia 19(3): 544-558 , 2017 . IF: 3.977 (2017)
- Iván González Díaz, Vincent Buso, Jenny Benois-Pineau. Perceptual modeling in the problem of active object recognition in visual scenes. Pattern Recognition 56: 129-141, 2016 . IF: 4.582 (2016)
- Vincent Buso, Iván González Díaz, Jenny Benois-Pineau. Goal-oriented top-down probabilistic visual attention model for recognition of manipulated objects in egocentric videos. In Signal Processing: Image Communication Volume 39, Part B, November 2015, Pages 418–431. IF: 1.602 (2015)
- Iván González-Díaz, Tomás Martínez-Cortés, Ascensión Gallardo-Antolín, Fernando Díaz-de-María. Temporal segmentation and keyframe selection methods for user-generated video search-based annotation. In Expert Systems with Applications, 42(1): 488-502 (2015) IF: 2.240 (2015) [Datasets][Online Demo]
- Iván González-Díaz, Carlos E. Baz-Hormigos, Fernando Díaz-de-María. A Generative Model for Concurrent Image Retrieval and ROI Segmentation. In IEEE Transactions on Multimedia, 16(1): 169-183 (2014) IF: 2.303 (2014) [software]
- Iván González-Díaz, Fernando Díaz-de-María. A region-centered topic model for object discovery and category-based image segmentation. In Pattern Recognition, P 46(9): 2437-2449 (2013) IF: 2.240 (2013)
- David Munoz-Mejias, Iván González-Díaz, Fernando Díaz-de-María.A low-complexity pre-processing system for restoring low-quality QR code images. In IEEE Trans. Consumer Electronics, 57(3): 1320-1328 (2011) IF: 0.941 (2011)
- Iván González-Díaz, Fernando Díaz-de-María.Adaptive Multipattern Fast Block-Matching Algorithm Based on Motion Classification Techniques. In IEEE Transactions on Circuits and Systems for Video Technology, vol.18, no.10, pp.1369-1382, Oct. 2008 IF: 2.950 (2008) [software]
Book Chapters
- Iván González Díaz, Vincent Buso, Jenny Benois-Pineau, Guillaume Bormaud, Gaelle Usseglio, Rémi Mégret,Yann Gaestel, Jean-François Dartigues. Recognition of instrumental activities of daily living in egocentric video for activity monitoring of patients with dementia. In Health monitoring and personlized feedback using multimedia data. pp. 161 - 178. Springer, 07/2015. ISBN 978-3-319-17962-9
- Iván González-Díaz, Jenny Benois-Pineau, Vincent Buso, Hugo Boujut. Fusion of Multiple Visual Cues for Object Recognition in Video. In Fusion in Computer Vision - Understanding Complex Visual Content. Chapter 4, - ISBN 978-3-319-05695,pp. 79 - 108. Springer Advances in Computer Vision and Pattern Recognition series, 04/2014.
International Conferences
- Tomás Martínez-Cortés, Iván González-Díaz and Fernando Díaz-de-María. Automatic Learning of Image Representations combining Content and Meta-data. In 2018 25th IEEE International Conference on Image Processing (ICIP), Athens, 2018, pp. 1972-1976.
- Iván González Díaz, Jenny Benois-Pineau, Jean-Philippe Domenger and Aymar de Rugy. Perceptually-guided understanding of egocentric video content: recognition of objects to grasp . In Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval (ICMR '18). ACM, New York, NY, USA, 434-441. .
- Miguel-Ángel Fernández-Torres, Iván González-Díaz and Fernando Díaz-De-María.A Probabilistic Topic Approach for Context-Aware Visual Attention Modeling.. In Content–Based Multimedia Indexing, 2016
- Vincent Buso, Iván González Díaz, Jenny Benois-Pineau. Object Recognition with top-down visual attention modeling for behavioral studies. In IEEE International Conference on Image Processing, 2015. Selected as Top 10% ICIP 2015 papers.
- Tomás Martínez Cortés, Miguel Ángel Fernández Torres, Amaya Jiménez Moreno, Iván González Díaz,Fernando Díaz de María, Juan Adán Guzmán de Villoria, Pilar Fernández. A bayesian model for brain tumor classification using clinical-based features. In IEEE International Conference on Image Processing, 2014
- Iván González Díaz, Vincent Buso, Jenny Benois-Pineau, Guillaume Bourmaud, Rèmi Megret. Modeling Instrumental Activities of Daily Living in Egocentric Vision as Sequences of Active Objects and Context for Alzheimer Disease Research Healthcare. In 1st ACM MM Workshop on Multimedia Indexing and information Retrieval for ACMMM'13.
- Fernando de-la-Calle-Silos, Iván González-Díaz, Fernando Díaz-de-María. Mid-level feature set for specific event and anomaly detection in crowded scenes. In IEEE International Conference on Image Processing, 2013, pages 4001-4005
- Iván González-Díaz, Carlos E. Baz-Hormigos, Moises Berdonces, Fernando Díaz-de-María. A generative model for concurrent image retrieval and ROI segmentation. In Content–Based Multimedia Indexing, 2012 pages 1-6
- Iván González-Díaz, Vanessa Gómez-Verdejo, Fernando Díaz-de-María, Jerónimo Arenas-García.UC3M AT TRECVID 2010 Semantic Indexing Task. In 2010 TRECVID Workshop.
- Iván González-Díaz, Dario García-García, Fernando Díaz-de María.A Spatially-Aware Generative Model for Image Classification. In IEEE International Conference on Image Processing, 2009. ICIP 2009.
- Iván González-Díaz, Vanessa Gómez-Verdejo, Manel Martínez-Ramon, Fernando Díaz-de-María, Jerónimo Arenas-García.UC3M AT TRECVID 2009. In 2009 TRECVID Workshop.
- Iván González-Díaz, Dario García-García, Rubén Solera-Ureña, Jaisiel Madrid-Sánchez, Vanessa Gómez-Verdejo, Manel Martínez-Ramón, Fernando Díaz-de-María, Jerónimo Arenas-García.UC3M High Level Feature Extraction at TRECVID 2008. In 2008 TRECVID Workshop.
- Iván González-Díaz, Kevin McGuinness, Tomasz Adamek, Noel E. O'Connor, Fernando Díaz-de-María.Incorporating spatio-temporal mid level features in a region segmentation algorithm for video sequences. In IEEE International Conference on Image Processing, 2008. ICIP 2008. , Pages 1-4, 2008
- Iván González-Díaz, Fernando Díaz-de-María. Improved Motion Classification Techniques for Adaptive Multi-Pattern Fast Block-Matching Algorithm. In IEEE International Conference on Image Processing, 2007. ICIP 2007., Volume 2, Pages 0-485, 2007.
- Iván González-Díaz, Manuel de-Frutos-López, Sergio Sanz-Rodríguez, Fernando Díaz-de-María. Adaptive Multi-Pattern Fast Block-Matching Algorithm Based on Motion Classification Techniques. In IEEE International Conference on Acoustics, Speech and Signal Processing, 2007. ICASSP 2007., Volume 1, Pages 0-1177, 2007.
- Sergio Sanz-Rodríguez, Manuel de-Frutos-López, Iván González-Díaz, Jesús Cid-Sueiro. A Rate Control Algorithm for Low-Delay H.264 Video Coding with Stored-B Pictures. In IEEE International Conference on Acoustics, Speech and Signal Processing, 2007. ICASSP 2007., Volume 1, Pages 0-1153, 2007.
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