Pattern Analysis and Learning
PAL
Reconeixement de formes, mineria de dades, classificació, selecció de prototips, selecció de característiques, combinació de classificadors, anàlisi de complexitat de les dades, agrupament, control de qualitat.
Codi del grup: 191
| Coordinació |
| Sánchez Garreta, José Salvador |
| Centre |
| ESCOLA SUPERIOR DE TECNOLOGIA I CIÈNCIES EXPERIMENTALS |
| Departament |
| Dep. de Llenguatges i Sistemes Informàtics |
| Personal investigador | Dedicació al grup |
| García Sevilla, Pedro | 100 % |
| Latorre Carmona, Pedro | 100 % |
| Martínez Sotoca, José | 50 % |
| Mollineda Cardenas, Ramón Alberto | 100 % |
| Sanchiz Martí, José Miguel | 100 % |
Línies d'investigació
- Classificadors basats en distàncies; arbres de decisió; classificadors bayesians; support vector machines.
- Tècniques de reducció de la informació.
- Aprenentatge en línia i en entorns dinàmics; classificació de fluxos de dades.
- Metodologies per a mesurar l’efectivitat dels classificadors.
- Anàlisi de complexitat de les dades.
Serveis tecnològics i tècniques disponibles
- Aplicació de tècniques de reconeixement de formes al control de qualitat en processos industrials.
- Aplicació de tècniques de reconeixement de formes i aprenentatge automàtic per a la identificació de persones i gestos.
- Assessoria i consultoria en la implantació de tecnologies relacionades amb sistemes de classificació i mineria de dades.
Codis UNESCO
(Veure detalls)- 12.03.04 - INTELIGENCIA ARTIFICIAL
- 12.03.06 - SISTEMAS AUTOMATIZADOS DE CONTROL DE CALIDAD
- 12.09.03 - ANALISIS DE DATOS
Projectes d'investigació finançats amb fons públics
(Veure detalls)| Organisme | Codi | Títol | Inici | Fi |
| UJI | UJI-B2018-49 | METODOLOGÍAS DE APRENDIZAJE AUTOMÁTICO PARA EL ANÁLISIS Y EL PREPROCESADO DE DATOS EN PROBLEMAS DE BIG DATA | 01/01/2019 | 31/12/2021 |
| UJI | P1·1B2015-74 | ANÁLISIS AUTOMÁTICO DE ALTERACIONES DE AL MARCHA Y DE LA POSTURA EN PACIENTES DE PÁRKINSON MEDIANTE VISIÓN POR COMPUTADOR (PARKINSONIAN GAIT ANALYSIS) | 01/01/2016 | 31/12/2018 |
| MINECO | TIN2015-70202-P | METODOLOGÍAS AVANZADAS PARA EL DISEÑO, DESARROLLO, EVALUACIÓN E INTEGRACIÓN DE ALGORITMOS DE LOCALIZACIÓN EN INTERIORES | 01/01/2016 | 31/12/2018 |
Publicacions científiques dels membres del grup
Articles en revistes
(Veure detalls)
- Online reconstruction-free single-pixel image classification - Article
Pedro Latorre Carmona, Vicente Javier Traver Roig, José Salvador Sánchez Garreta, Enrique Ataulfo Tajahuerce Romera.
IMAGE AND VISION COMPUTING ; 86 pp. 28-37. (2019). ISSN: 0262-8856
- Depth estimation improvement in 3D integral imaging using an edge removal approach - Article
José Martínez Sotoca, Pedro Latorre Carmona, Héctor Espinos Morato, Filiberto Pla Bañón, Bahram Javidi.
PATTERN ANALYSIS AND APPLICATIONS ; 1 pp. 33-45. (2019). ISSN: 1433-7541
- Depth and All-in-Focus Image Estimation in Synthetic Aperture Integral Imaging Under Partial Occlusions - Article
José Martínez Sotoca, Pedro Latorre Carmona, Filiberto Pla Bañón, Bahram Javidi.
IEEE ACCESS; 7 pp. 1052-1067. (2019). ISSN: 2169-3536
- Gene selection and disease prediction from gene expression data using a two-stage hetero-associative memory - Article
Laura Cleofás Sánchez, José Salvador Sánchez Garreta, Vicente García.
PROGRESS IN ARTIFICIAL INTELLIGENCE; 1 pp. 63-71. (2019). ISSN: 2192-6352
- Partially-coherent spirally-polarized gradual-edge imaging - Article
Marcos Pérez Aviñoa, Rosario Martínez Herrero, Santiago Vallmitjana, Pedro Latorre Carmona, Ignasi Juvells, Artur Carnicer.
OPTICS AND LASERS IN ENGINEERING ; 112 pp. 53-58. (2019). ISSN: 0143-8166
- Exploring the synergetic effects of sample types on the performance of ensembles for credit risk and corporate bankruptcy prediction - Article
Vicente García, Ana Isabel Marqués Marzal, José Salvador Sánchez Garreta.
INFORMATION FUSION; 47 pp. 88-101. (2019). ISSN: 1566-2535
- Dissimilarity-Based Linear Models for Corporate Bankruptcy Prediction - Article
Vicente García, Ana Isabel Marqués Marzal, José Salvador Sánchez Garreta, Humberto J. Ochoa Domínguez.
COMPUTATIONAL ECONOMICS; 3 pp. 1019-1031. (2019). ISSN: 0927-7099
- Vision-based gait impairment analysis for aided diagnosis - Article
Javier Ortells Lorenzo, María Trinidad Herrero Ezquerro, Ramón Alberto Mollineda Cardenas.
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING; 9 pp. 1553-1564. (2018). ISSN: 0140-0118
- Signal-to-noise ratio of single-pixel cameras based on photodiodes - Article
Yessenia Jauregui Sánchez, Pedro Javier Clemente Pesudo, Pedro Latorre Carmona, Enrique Ataulfo Tajahuerce Romera, Jesús Lancis Sáez.
APPLIED OPTICS; 7 pp. 67-73. (2018). ISSN: 1559-128X
- A regression model based on the nearest centroid neighborhood - Article
Vicente García, José Salvador Sánchez Garreta, Ana Isabel Marqués Marzal, R. Martínez-Peláez.
PATTERN ANALYSIS AND APPLICATIONS ; 4 pp. 941-951. (2018). ISSN: 1433-7541
- Low-cost single-pixel 3D imaging by using an LED array - Article
Eva Salvador Balaguer, Pedro Latorre Carmona, Carlos Chabert Ull, Filiberto Pla Bañón, Jesús Lancis Sáez, Enrique Ataulfo Tajahuerce Romera.
OPTICS EXPRESS; 12 pp. 15623-15631. (2018). ISSN: 1094-4087
- Three-Dimensional Integral Imaging for Gesture Recognition Under Occlusions - Article
Vicente Javier Traver Roig, Pedro Latorre Carmona, Eva Salvador Balaguer, Filiberto Pla Bañón, Bahram Javidi.
IEEE SIGNAL PROCESSING LETTERS ; 2 pp. 171-175. (2017). ISSN: 1070-9908
- Gait recognition from corrupted silhouettes: a robust statistical approach - Article
Javier Ortells Lorenzo, Ramón Alberto Mollineda Cardenas, Boris Mederos, Raúl Martín Félez.
MACHINE VISION AND APPLICATIONS ; 1 pp. 15-33. (2017). ISSN: 0932-8092
- Single-frame super-resolution in remote sensing: a practical overview - Revisió
Rubén Fernández Beltrán, Pedro Latorre Carmona, Filiberto Pla Bañón.
INTERNATIONAL JOURNAL OF REMOTE SENSING ; 1 pp. 314-354. (2017). ISSN: 0143-1161
- Integral imaging techniques for flexible sensing through image-based reprojection - Article
José Martínez Sotoca, Pedro Latorre Carmona, Filiberto Pla Bañón, Xin Shen, Satoru Komatsu, Bahram Javidi.
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION; 10 pp. 1776-1786. (2017). ISSN: 1084-7529
- Latent topic-based super-resolution for remote sensing - Article
Rubén Fernández Beltrán, Pedro Latorre Carmona, Filiberto Pla Bañón.
REMOTE SENSING LETTERS; 6 pp. 498-507. (2017). ISSN: 2150-704X
- Multidimensional Optical Sensing and Imaging Systems (MOSIS): From Macro to Micro Scales - Article
Bahram Javidi, Xin Shen, Adam S. Markman, Pedro Latorre Carmona, Adolfo Martínez Usó, José Martínez Sotoca, Filiberto Pla Bañón, Manuel Martínez-Corral, Genaro Saavedra, Yi-Pai Huang, Adrian Stern.
PROCEEDINGS OF THE IEEE; 5 pp. 850-875. (2017). ISSN: 0018-9219
- Characterizing the relationship between land use land cover change and land surface temperature - Article
Duy X. Tran, Filiberto Pla Bañón, Pedro Latorre Carmona, Soe W. Myint, Mario Caetano, Hoan V. Kieu.
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING; 124 pp. --. (2017). ISSN: 0924-2716
- Reconstruction of noisy signals by minimization of non-convex functionals - Article
Boris Mederos, Ramón Alberto Mollineda Cardenas, Julian Antolín Camarena.
NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS ; 32 pp. 355-376. (2016). ISSN: 1468-1218
- Associative learning on imbalanced environments: An empirical study - Article
L. Cleofás Sánchez, José Salvador Sánchez Garreta, V. García Jiménez, R.M. Valdovinos Rosas.
EXPERT SYSTEMS WITH APPLICATIONS; 54 pp. --. (2016). ISSN: 0957-4174
- Depth Estimation in Integral Imaging Based on a Maximum Voting Strategy - Article
Adolfo Martínez Usó, Pedro Latorre Carmona, José Martínez Sotoca, Filiberto Pla Bañón, Bahram Javidi.
JOURNAL OF DISPLAY TECHNOLOGY; 12 pp. 1715-1723. (2016). ISSN: 1551-319X
- Noise Reduction in Small Animal PET Images Using a Variational Non-Convex Functional - Article
José Mejia, Boris Mederos, Ramón Alberto Mollineda Cardenas, Leticia Ortega Maynez.
IEEE TRANSACTIONS ON NUCLEAR SCIENCE ; 5 pp. --. (2016). ISSN: 0018-9499
- Financial distress prediction using the hybrid associative memory with translation - Article
L. Cleofás Sánchez, V. García Jiménez, Ana Isabel Marqués Marzal, José Salvador Sánchez Garreta.
APPLIED SOFT COMPUTING ; 44 pp. --. (2016). ISSN: 1568-4946
- Desarrollo de productos avanzados para la misión SEOSAT/Ingenio - Article
N. Sabater, A. Ruiz-Verdú, J. Delegido, Rubén Fernández Beltrán, Pedro Latorre Carmona, Filiberto Pla Bañón, M. González-Audícana, J. Álvarez-Mozos, I. Sola, G. Villa, J.A. Tejeiro, E. de Miguel, M. Jiménez, S. Molina, J. Moreno.
REVISTA DE TELEDETECCIÓN; 47 pp. 23-40. (2016). ISSN: 1133-0953
- An insight into the experimental design for credit risk and corporate bankruptcy prediction systems - Article
Vicente García Jiménez, A.I. Marqués, José Salvador Sánchez Garreta.
JOURNAL OF INTELLIGENT INFORMATION SYSTEMS; 1 pp. 159-189. (2015). ISSN: 0925-9902
- Real-time automated counterfeit integrated circuit detection using x-ray microscopy - Article
K. Mahmood, Pedro Latorre Carmona, S. Shahbazmohamadi, Filiberto Pla Bañón, B. Javidi.
APPLIED OPTICS; 13 pp. --. (2015). ISSN: 1559-128X
- Three Dimensional Visualization of Long Range Scenes by Photon Counting Mid-Wave Infrared Integral Imaging - Article
Pedro Latorre Carmona, Javidi Bahram, Daniel LeMaster.
JOURNAL OF DISPLAY TECHNOLOGY; 11 pp. 908-912. (2015). ISSN: 1551-319X
- Security authentication using phase-encoded nanoparticle structures and polarized light - Article
Artur Carnicer, Amir Hassanfiroozi, Pedro Latorre Carmona, Yi-Pai Huang, Bahram Javidi.
OPTICS LETTERS ; 2 pp. 135-138. (2015). ISSN: 0146-9592
- Mapping microarray gene expression data into dissimilarity spaces for tumor classification - Article
V. García Jiménez, José Salvador Sánchez Garreta.
INFORMATION SCIENCES; 294 pp. 362-375. (2015). ISSN: 0020-0255
- Three-Dimensional Imaging With Multiple Degrees of Freedom Using Data Fusion - Article
Pedro Latorre Carmona, Filiberto Pla Bañón, A. Stern, I. Moon, B. Javidi.
PROCEEDINGS OF THE IEEE; 9 pp. 1654-1671. (2015). ISSN: 0018-9219
- Effects of green space spatial pattern on land surface temperature: Implications for sustainable urban planning and climate change adaptation - Article
M. Maimaitiyiming, A. Ghulam, T. Tiyip, Filiberto Pla Bañón, Pedro Latorre Carmona, Ü. Halik, M. Sawut, M. Caetano.
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING; 89 pp. 59-66. (2014). ISSN: 0924-2716
- On Hyperspectral Remote Sensing of Leaf Biophysical Constituents: Decoupling Vegetation Structure and Leaf Optics Using CHRIS-PROBA Data Over Crops in Barrax - Article
Pedro Latorre Carmona, Y. Knyazikhin, L.M. Alonso, J.F. Moreno, Filiberto Pla Bañón, Y. Yan.
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS; 9 pp. --. (2014). ISSN: 1545-598X
- Human gesture recognition using three-dimensional integral imaging - Article
Vicente Javier Traver Roig, Pedro Latorre Carmona, Eva Salvador Balaguer, Filiberto Pla Bañón, B. Javidi.
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION; 10 pp. 2312-2320. (2014). ISSN: 1084-7529
- Improving Hyperspectral Pixel Classification With Unsupervised Training Data Selection - Article
Olga Rajadell Rojas, Pedro García Sevilla, Viet Cuong Dinh, Robert P. W. Duin.
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS; 3 pp. 656-660. (2014). ISSN: 1545-598X
- Equilibrating the Recognition of the Minority Class in the Imbalance Context - Article
L. Cleofás Sánchez, O. Camacho Nieto, José Salvador Sánchez Garreta, C. Yáñez Márquez, R.M. Valdovinos Rosas.
APPLIED MATHEMATICS & INFORMATION SCIENCES; 1 pp. 27-36. (2014). ISSN: 2325-0399
- Detección de ruido en aprendizaje semisupervisado con el uso de flujos de datos - Article
D. Pascual González, F.D. Vázquez Mesa, José Salvador Sánchez Garreta, Filiberto Pla Bañón.
REVISTA FACULTAD DE INGENIERIA UNIVERSIDAD DE ANTIOQUIA; 71 pp. 37-47. (2014). ISSN: 0120-6230
- Face gender classification: A statistical study when neutral and distorted faces are combined for training and testing purposes - Article
Yasmina Andreu Cabedo, Pedro García Sevilla, Ramón Alberto Mollineda Cardenas.
IMAGE AND VISION COMPUTING ; 1 pp. 27-36. (2014). ISSN: 0262-8856
- A bias correction function for classification performance assessment in two-class imbalanced problems - Article
Vicente García Jiménez, Ramón Alberto Mollineda Cardenas, José Salvador Sánchez Garreta.
KNOWLEDGE-BASED SYSTEMS; 59 pp. 66-74. (2014). ISSN: 0950-7051
Llibres
(Veure detalls)
- Pattern Recognition and Image Analysis (8th Iberian Conference, IbPRIA 2017 Proceedings)
Luís A. Alexandre, José Salvador Sánchez Garreta, Joao Rodrigues. (Edició)
Springer, Cham (Suiza). (2017). ISBN: 9783319588377
Treballs presentats en congressos publicats
(Veure detalls)
- A Hybrid Feature Extraction Method for Offline Handwritten Math Symbol Recognition
Carlos Ramírez Piña, José Salvador Sánchez Garreta, Rosa M. Valdovinos-Rosas, José A. Hernández Servín.
23rd Iberoamerican Congresson Pattern Recognition (CIARP 2018). Madrid (España)
Springer, 2019. ISBN: 9783030134686
- Multidimensional Integral Imaging and Recognition in Degraded Environments
Bahram Javidi, Adam Markman, Xin Shen, Satoru Komatsu, Myungjin Cho, Manuel Martinez Corral, Artur Carnicer, Adrian Stern, Hong Hua, Genaro Saavedra, José Martínez Sotoca, Pedro Latorre Carmona, Filiberto Pla Bañón, Jung Yong Son, Yi-Hsin Lin, Yi-Pai Huang.
Latin America Optics and Photonics Conference (LAOP 2018). Lima (Perú)
OSA Publishing, 2018. ISBN: 9781943580491
- Performance Analysis of Deep Neural Networks for Classification of Gene-Expression Microarrays
A. Reyes-Nava, José Salvador Sánchez Garreta, R. Alejo, A. A. Flores-Fuentes, E. Rendón-Lara.
10th Mexican Conference on Pattern Recognition (MCPR 2018). Cholula (México)
2018. ISSN: 0302-9743
- Feature Dimensionality vs. Distribution of Sample Types: A Preliminary Study on Gene- Expression Microarrays
José Salvador Sánchez Garreta, Vicente García.
XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA). Granada (España)
Autoedición, 2018. ISBN: 9788409056439
- Three-dimensional integral imaging for gesture recognition under occlusions
Filiberto Pla Bañón, Pedro Latorre Carmona, Eva Salvador Balaguer, Bahram Javidi.
SPIE Commercial and Scientifc Sensing and Imaging: Computational Imaging III. Orlando (Estados Unidos de América)
2018. ISSN: 0277-786X
- Addressing the Links Between Dimensionality and Data Characteristics in Gene-Expression Microarrays
José Salvador Sánchez Garreta, Vicente García.
International Conference on Learning and Optimization Algorithms: Theory and Applications (LOPAL 2018). Rabat (Marruecos)
Association for Computing Machinery (ACM), 2018. ISBN: 9781450353045
- An Insight on the ‘Large G, Small n’ Problem in Gene-Expression Microarray Classification
Vicente García Jiménez, José Salvador Sánchez Garreta, Laura Cleofás Sánchez, H.J. Ochoa-DomÍnguez, F. López Orozco.
8th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA 2017). Faro (Portugal)
Springer, 2017. ISBN: 9783319588377
- Combining Defocus and Photoconsistency for Depth Map Estimation in 3D Integral Imaging
Héctor Espinos Morato, Pedro Latorre Carmona, José Martínez Sotoca, Filiberto Pla Bañón, Bahram Javidi.
IbPRIA 2017 - Iberian Conference on Pattern Recognition and Image Analysis. Faro (Portugal)
Springer, 2017. ISBN: 9783319588377
- Gesture recognition using Integral Imaging
Filiberto Pla Bañón, Pedro Latorre Carmona, Eva Salvador Balaguer, Bahram Javidi.
16TH Workshop on Information Optics (WIO). Interlaken (Suiza)
IEEE, 2017. ISBN: 9781538609057
- Model Selection for Financial Distress Prediction by Aggregating TOPSIS and PROMETHEE Rankings
V. García, Ana Isabel Marqués Marzal, L. Cleofás Sánchez, José Salvador Sánchez Garreta.
11th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2016. Sevilla (España)
Springer, 2016. ISBN: 9783319320335
- Multidimensional Optical Sensing and Imaging for Displays, Computational Imaging, Optical Security, and Healthcare
Bahram Javidi, Arun Anand, Artur Carnicer, Inkyu Moon, Adrian Stern, Manuel Martinez, Hong Hua, Pedro Latorre Carmona, Filiberto Pla Bañón.
15th Workshop on Information Optics (WIO). Barcelona (España)
IEEE, 2016. ISBN: 9781509021635
- Detection of Duplicate Identities in Streams of Biometric Samples: A Gait-Based Case Study
Javier Ortells Lorenzo, Ramón Alberto Mollineda Cardenas.
23rd International Conference on Pattern Recognition (ICPR). Cancún (México)
IEEE, 2016. ISBN: 9781509048465
- Range estimation techniques from Integral Imaging
Filiberto Pla Bañón, Adolfo Martínez Usó, Pedro Latorre Carmona, José Martínez Sotoca, Bahram Javidi.
15th Workshop on Information Optics (WIO). Barcelona (España)
IEEE, 2016. ISBN: 9781509021635
- Integral imaging acquisition and processing for visualization of photon counting images in the mid-wave infrared range
Pedro Latorre Carmona, Filiberto Pla Bañón, B. Javidi.
Three-Dimensional Imaging, Visualization, and Display 2016. Baltimore, Maryland (Estados Unidos de América)
2016. ISSN: 0277-786X
- Person Enrollment by Face-Gait Fusion
Javier Ortells Lorenzo, Ramón Alberto Mollineda Cardenas.
7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA 2015). Santiago de Compostela (España)
2015. ISSN: 0302-9743
- Dissimilarity-Based Learning from Imbalanced Data with Small Disjuncts and Noise
Vicente García Jiménez, José Salvador Sánchez Garreta, H.J. Ochoa Domínguez, L. Cleofás Sánchez.
7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA 2015). Santiago de Compostela (España)
2015. ISSN: 0302-9743
- Integral imaging acquisition and processing for human gesture recognition
Filiberto Pla Bañón, Pedro Latorre Carmona, Eva Salvador Balaguer, B. Javidi.
Proceedings of International Society for Optics and Photonics (Conference Three-Dimensional Imaging, Visualization, and Display 2015-SPIE 2015-). Baltimore, Maryland (Estados Unidos de América)
2015. ISSN: 0277-786X
- Analysis of the Effect of Image Resolution on Automatic Face Gender Classification
Yasmina Andreu Cabedo, Josep López-Centelles, Ramón Alberto Mollineda Cardenas, Pedro García Sevilla.
22nd International Conference on Pattern Recognition (ICPR 2014). Stockholm (Suecia)
IEEE, 2014. ISBN: 9781479952090
- Automatic Enrollment for Gait-based Person Re-identification
Javier Ortells Lorenzo, Raúl Martín Félez, Ramón Alberto Mollineda Cardenas.
7th International Conference on Machine Vision (ICMV2014). Milan (Italia)
2014. ISSN: 0277-786X
Edició de monogràfics
(Veure detalls)
- NeuroComputing: Special Issue Advances in Pattern Recognition Applications and Methods
Pedro Latorre Carmona, José Salvador Sánchez Garreta, A.L.N. Fred.
(2014). ISSN: 0925-2312
Patents de titularitat externa
(Veure detalls)- US2016/0360186A1 - Methods and Systems for Human Action Recognition Using 3D Integral Imaging