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Journal Articles


Ren, Huamin; Kanhabua, Nattiya; Møgelmose, Andreas; Liu, Weifeng; Kulkarni, Kaustubh; Escalera, Sergio; Baro, Xavier; Moeslund, Thomas

Back-dropout Transfer Learning for Action Recognition Journal Article

IET Computer Vision, 2018, ISSN: 1751-9632.

BibTeX | Tags: Action Regognition, computer vision, Deep Learning, machine learning | Links:


Güçlütürk, Y; Güçlü, U; Baró, Xavier; Escalante, Hugo J; Guyon, Isabelle; Escalera, Sergio; van Gerven, M A J; van Lier, R

Multimodal First Impression Analysis with Deep Residual Networks Journal Article

IEEE Transactions on Affective Computing, (99), pp. 1-1, 2017, ISSN: 1949-3045.

BibTeX | Tags: Big Five personality traits, Deep Learning, Electronic mail, Explainability, Face, Feature extraction, First impression, Interviews, machine learning, Multimodal, Predictive models, YouTube | Links:


Escalera, Sergio; Gonzàlez, Jordi; Baró, Xavier; Shotton, Jamie

Guest Editors' Introduction to the Special Issue on Multimodal Human Pose Recovery and Behavior Analysis Journal Article

IEEE Transactions on Pattern Analysis and Machine Intelligence, 38 (8), pp. 1489-1491, 2016, ISSN: 0162-8828.

BibTeX | Tags: Behaviorial sciences;Computer vision;Human-robot interaction;Machine learning;Pattern recognition;Pose estimation;Robots;Special issues and papers | Links:

Escalante, Hugo Jair; Ponce-López, Víctor; Escalera, Sergio; Baró, Xavier; Morales-Reyes, Alicia; Martínez-Carranza, José

Evolving weighting schemes for the Bag of Visual Words Journal Article

Neural Computing and Applications, pp. 1-15, 2016, ISSN: 1433-3058.

Abstract | BibTeX | Tags: | Links:

Oliu, Marc; Corneanu, Ciprian; Nasrollahi, Kamal; Guerrero, Sergio Escalera; Nikisins, Olegs; Sun, Yunlian; Li, Haiqing; Sun, Zhenan; Moeslund, Thomas B; Greitans, Modris

Improved RGB-DT based Face Recognition Journal Article

Iet Biometrics, 2016, ISSN: 2047-4946.

BibTeX | Tags: Depth, Face Recognition, Multimodal, RGB, Thermal

Corneanu, Ciprian A; Oliu, Marc; Cohn, Jeffrey F; Escalera, Sergio

Survey on RGB, 3D, Thermal, and Multimodal Approaches for Facial Expression Recognition: History, Trends, and Affect-related Applications Journal Article

IEEE Transactions on Pattern Analysis and Machine Intelligence, (99), pp. 1, 2016, ISSN: 0162-8828.

BibTeX | Tags: 3D, Affect, Emotion Recognition, Facial Expression, Multimodal, RGB, Thermal | Links:


Ponce-López, Víctor; Escalera, Sergio; Pérez, Marc; Janés, Oriol; Baró, Xavier

Non-verbal communication analysis in Victim-Offender Mediations Journal Article

Pattern Recognition Letters, 67 , pp. 19–27, 2015.

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Sanchez-Mendoza, David; Masip, David; Lapedriza, Àgata

Emotion recognition from mid-level features Journal Article

Pattern Recognition Letters, 67 , pp. 66–74, 2015.

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Sánchez, Daniel; Bautista, Miguel Ángel; Escalera, Sergio

HuPBA8k+: Dataset and ECOC-Graph-Cut based segmentation of human limbs Journal Article

Neurocomputing, 150 , pp. 173–188, 2015.

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Bautista, Miguel Ángel; Escalera, Sergio; Baró, Xavier; Pujol, Oriol

On the design of an ECOC-Compliant Genetic Algorithm Journal Article

Pattern Recognition, 47 (2), pp. 865–884, 2014.

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Hernández-Vela, Antonio; Bautista, Miguel Ángel; Perez-Sala, Xavier; Ponce-López, Víctor; Escalera, Sergio; Baró, Xavier; Pujol, Oriol; Angulo, Cecilio

Probability-based Dynamic Time Warping and Bag-of-Visual-and-Depth-Words for Human Gesture Recognition in RGB-D Journal Article

Pattern Recognition Letters, 50 , pp. 112–121, 2014.

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Ventura, Carles; Verónica, Vilaplana; Giró-i-Nieto, Xavier; Ferran, Marqués

Improving retrieval accuracy of Hierarchical Cellular Trees for generic metric spaces Journal Article

Multimedia Tools and Applications, 73 (3), pp. 1983–2008, 2014, ISSN: 1573-7721.

Abstract | BibTeX | Tags: | Links:


Igual, Laura; Lapedriza, Àgata; Borràs, Ricard

Robust gait-based gender classification using depth cameras Journal Article

EURASIP J. Image and Video Processing, 2013 , pp. 1, 2013.

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Bautista, Miguel Ángel; Escalera, Sergio; Baró, Xavier; Radeva, Petia; Vitriá, Jordi; Pujol, Oriol

Minimal design of error-correcting output codes Journal Article

Pattern Recognition Letters, 33 (6), pp. 693 - 702, 2012, ISSN: 0167-8655.

BibTeX | Tags: ECOC, Ensemble of classifiers | Links:

Hernández-Vela, Antonio; Reyes, Miguel; Ponce-López, Víctor; Escalera, Sergio

GrabCut-Based Human Segmentation in Video Sequences Journal Article

Sensors, 2 (11), pp. 15376-15393, 2012, ISSN: 1424-8220.

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Escalera, Sergio; Baró, Xavier; Vitrià , Jordi; Radeva, Petia; Raducanu, Bogdan

Social Network Extraction and Analysis Based on Multimodal Dyadic Interaction Journal Article

Sensors, 12 (2), pp. 1702, 2012, ISSN: 1424-8220.

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Escalera, Sergio; Masip, David; Puertas, Eloi; Radeva, Petia; Pujol, Oriol

Online error correcting output codes Journal Article

Pattern Recognition Letters, 32 (3), pp. 458-467, 2011.

BibTeX | Tags: ECOC, Online Learning


Juan, Angel A; Faulin, Javier; Jorba, Josep; Riera, Daniel; Masip, David; Barrios, Barry B

On the use of Monte Carlo simulation, cache and splitting techniques to improve the Clarke and Wright savings heuristics Journal Article

Journal of the Operational Research Society, 2010.

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Pujol, Oriol; Masip, David

Geometry-Based Ensembles: Toward a Structural Characterization of the Classification Boundary Journal Article

IEEE Transactions on Pattern Analysis and Machine Intelligence, 31 , pp. 1140–1146, 2009.

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Masip, David; Lapedriza, Àgata; Vitrià, Jordi

Boosted Online Learning for Face Recognition Journal Article

IEEE Transactions on Systems Man and Cybernetics part B, 39 , pp. 530–538, 2009.

BibTeX | Tags: Face Recognition, Online Learning

Caballé, Santi; Lapedriza, Àgata; Masip, David; Xhafa, Fatos; Abraham, Ajith

Enabling Automatic Just-in-time Evaluation of In-class Discussions in On-line Collaborative Learning Practices. Journal Article

Journal of Digital Information Management (JDIM), 7 , pp. 290-297, 2009.

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Baró, Xavier; Escalera, Sergio; Vitrià, Jordi; Pujol, Oriol; Radeva, Petia

Traffic Sign Recognition Using Evolutionary Adaboost Detection and Forest-ECOC Classification Journal Article

IEEE Transactions on Intelligent Transportation Systems, 10 (1), pp. 113–126, 2009.

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Keil, Matthias S; Lapedriza, Agata; Masip, David; Vitria, Jordi

Preferred Spatial Frequencies for Human Face Processing Are Associated with Optimal Class Discrimination in the Machine Journal Article

PLoS ONE, 3 (7), pp. e2590, 2008.

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Gucluturk, Yagmur; Guclu, Umut; Perez, Marc; Escalante, Hugo Jair; Baró, Xavier; Guyon, Isabelle; Andujar, Carlos; Junior, Julio Jacques; Madadi, Meysam; Escalera, Sergio; van Gerven, Marcel A J; van Lier, Rob

Visualizing Apparent Personality Analysis With Deep Residual Networks Inproceedings

ICCVW, 2017.

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Ventura, Carles; Masip, David; Lapedriza, Ágata

Interpreting CNN Models for Apparent Personality Trait Regression Inproceedings

Computer Vision and Pattern Recognition Workshops (CVPRW), 2017 IEEE Conference on, IEEE, 2017.

BibTeX | Tags: computer vision; deep learning; explainability; First Impressions | Links:


Ventura, Carles; Giró-i-Nieto, Xavier; Vilaplana, Verónica; McGuinness, Kevin; Marqués, Ferran; O'Connor, Noel E

Improving spatial codification in semantic segmentation Inproceedings

Image Processing (ICIP), 2015 IEEE International Conference on, IEEE, 2015, ISBN: 978-1-4799-8339-1.

BibTeX | Tags: computer vision; image segmentation; semantic segmentation | Links:

Ponce-López, Víctor; Escalante, Hugo Jair; Escalera, Sergio; Baró, Xavier

Gesture and Action Recognition by Evolved Dynamic Subgestures Inproceedings

Xianghua Xie Mark W. Jones, ; Tam, Gary K L (Ed.): Proceedings of the British Machine Vision Conference (BMVC), pp. 129.1-129.13, BMVA Press, 2015, ISBN: 1-901725-53-7.

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Escalera, Sergio; Baró, Xavier; Gonzàlez, Jordi; Bautista, Miguel Ángel; Madadi, Meysam; Reyes, Miguel; Ponce-López, Victor; Escalante, Hugo Jair; Shotton, Jamie; Guyon, Isabelle

ChaLearn Looking at People Challenge 2014: Dataset and Results Inproceedings

Proceedings of the European Computer Vision Conference (ECCV 2014 Workshops), Part I, pp. 459–473, Springer International Publishing, Zurich, Switzerland, 2015, ISBN: 978-3-319-16178-5.

Abstract | BibTeX | Tags: Action and interactions, Behavior analysis, ChaLearn, Challenge, Dataset, Human pose recovery, Multi-modal gestures Recognition | Links:

Escalante, Hugo Jair; Martínez-Carranza, José; Escalera, Sergio; Ponce-López, Víctor; Baró, Xavier

Improving Bag of Visual Words Representations with Genetic Programming Inproceedings

Proceedings of the 2015 International Joint Conference on Neural Networks, IJCNN2015, pp. 3674–3681, IEEE, 2015.

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Irani, Ramin; Nasrollahi, Kamal; Oliu, Marc; Corneanu, Ciprian; Escalera, Sergio; Bahnsen, Chris; Lundtoft, Dennis; Moeslund, Thomas; Pedersen, Tanja; Klitgaard, Maria-Louise; others,

Spatiotemporal Analysis of RGB-DT Facial Images for Multimodal Pain Level Recognition Inproceedings

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 88–95, 2015.

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Baró, Xavier; Gonzalez, Jordi; Fabian, Junior; Bautista, Miguel Ángel; Oliu, Marc; Escalante, Hugo Jair; Guyon, Isabelle; Escalera, Sergio

Chalearn looking at people 2015 challenges: Action spotting and cultural event recognition Inproceedings

Computer Vision and Pattern Recognition Workshops (CVPRW), 2015 IEEE Conference on, pp. 1–9, IEEE 2015.

BibTeX | Tags:

Escalera, Sergio; Gonzalez, Jordi; Baró, Xavier; Pardo, Pablo; Fabian, Junior; Oliu, Marc; Escalante, Hugo Jair; Huerta, Ivan; Guyon, Isabelle

ChaLearn looking at people 2015 new competitions: Age estimation and cultural event recognition Inproceedings

Neural Networks (IJCNN), 2015 International Joint Conference on, pp. 1–8, IEEE 2015.

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McGuinness, Kevin; Mohedano, Eva; Zhang, ZhenXing; Hu, Feiyan; Abatal, Rami; Gurrin, Cathal; O'Connor, Noel; Smeaton, Alan F; Aguilera, Amaia Salvador; Nieto, Xavier Giró; Ventura, Carles

Insight Centre for Data Analytics (DCU) at TRECVid 2014: instance search and semantic indexing tasks Inproceedings

TRECVid 2014, 2014.

BibTeX | Tags: computer vision; instance retrieval

Zhou, Bolei; Lapedriza, Agata; Xiao, Jianxiong; Torralba, Antonio; Oliva, Aude

Learning deep features for scene recognition using places database Inproceedings

Advances in neural information processing systems, pp. 487–495, 2014.

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Puertas, Eloi; Bautista, Miguel Ángel; Sánchez, Daniel; Escalera, Sergio; Pujol, Oriol

Learning to segment humans by stacking their body parts Inproceedings

Computer Vision-ECCV 2014 Workshops, pp. 685–697, Springer 2014.

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Ventura, Carles

Visual object analysis using regions and interest points Inproceedings

Proceedings of the 21st ACM international conference on Multimedia, ACM, 2013, ISBN: 978-1-4503-2404-5.

BibTeX | Tags: computer vision; object analysis; regions; interest points | Links:

Ventura, Carles; Tella-Amo, Marcel; i Nieto, Xavier Giró

UPC at MediaEval 2013 Hyperlinking Task Inproceedings

Proceedings, CEUR Workshop (Ed.): Proceedings of the MediaEval 2013 Multimedia Benchmark Workshop, 2013.

BibTeX | Tags: video processing; video hyperlinking

Ventura, Carles; Giro-i-Nieto, Xavier; Vilaplana, Veronica; Giribet, Daniel; Carasusan, Eusebio

Automatic keyframe selection based on mutual reinforcement algorithm Inproceedings

Content-Based Multimedia Indexing (CBMI), 2013 11th International Workshop on, 2013, ISBN: 978-1-4799-0956-8.

BibTeX | Tags: computer vision; keyframe selection; video processing | Links:

Escalera, Sergio; Gonzàlez, Jordi; Baró, Xavier; Reyes, Miguel; Lopes, Oscar; Guyon, Isabelle; Athitsos, Vassilis; Escalante, Hugo Jair

Multi-modal Gesture Recognition Challenge 2013: Dataset and Results Inproceedings

Proceedings of the 15th ACM on International Conference on Multimodal Interaction, pp. 445–452, ACM, Sydney, Australia, 2013, ISBN: 978-1-4503-2129-7.

BibTeX | Tags: computer vision, gesture recognition, multi-modal data analysis | Links:

Ponce-López, Víctor; Escalera, Sergio; Baró, Xavier

Multi-modal Social Signal Analysis for Predicting Agreement in Conversation Settings Inproceedings

Proceedings of the 15th ACM on International Conference on Multimodal Interaction, pp. 495–502, ACM, Sydney, Australia, 2013, ISBN: 978-1-4503-2129-7.

BibTeX | Tags: computer vision, machine learning, multi-modal human behavior analysis, pattern recognition, social signal processing | Links:


Ventura, Carles; Martos, Manel; Giró-i-Nieto, Xavier; Vilaplana, Verónica; Marqués, Ferran

Hierarchical navigation and visual search for video keyframe retrieval Inproceedings

International Conference on Multimedia Modeling, Springer, Berlin, Heidelberg, 2012, ISBN: 978-3-642-27355-1.

BibTeX | Tags: video retrieval; visual search | Links:

Hernandez-Vela, Antonio; Bautista, Miguel Angel; Perez-Sala, Xavier; Ponce-López, Víctor; Baró, Xavier; Pujol, Oriol; Angulo, Cecilio; Escalera, Sergio

BoVDW: Bag-of-Visual-and-Depth-Words for gesture recognition Inproceedings

Pattern Recognition (ICPR), 2012 21st International Conference on, pp. 449-452, 2012, ISSN: 1051-4651.

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Ponce-López, Víctor; Gorga, Mario; Baró, Xavier; Escalera, Sergio

Human behavior analysis from video data using bag-of-gestures Inproceedings

Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three, pp. 2836–2837, AAAI Press, Barcelona, Catalonia, Spain, 2011, ISBN: 978-1-57735-515-1.

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Giro-i-Nieto, Xavier; Ventura, Carles; Pont-Tuset, Jordi; Cortes, Silvia; Marques, Ferran

System architecture of a web service for content-based image retrieval Inproceedings

Proceedings of the ACM International Conference on Image and Video Retrieval, ACM, 2010, ISBN: 978-1-4503-0117-6.

BibTeX | Tags: image retrieval | Links:


Escalera, Sergio; Baró, Xavier; Vitrià, Jordi; Radeva, Petia

Text detection in urban scenes Inproceedings

pp. 35–44, 2009, ISBN: 978-1-60750-061-2.

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Baró, Xavier; Vitrià, Jordi

Probabilistic darwin machines for object detection Inproceedings

Proceedings of the 2009 International Conference on Image Processing, Computer Vision, {&} Pattern Recognition, {IPCV} 2009, July 13-16, 2009, Las Vegas, Nevada, USA, 2 Volumes, pp. 839–845, {CSREA} Press, 2009, ISBN: 1-60132-119-8.

BibTeX | Tags:

Baró, Xavier; Escalera, Sergio; Radeva, Petia; Vitrià, Jordi

Generic Object Recognition in Urban Image Databases Inproceedings

Proceeding of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence, pp. 27–34, IOS Press 2009.

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Bautista, Miguel Ángel; Hernández-Vela, Antonio; Ponce-López, Victor; Perez-Sala, Xavier; Baró, Xavier; Pujol, Oriol; Angulo, Cecilio; Escalera, Sergio

Probability-Based Dynamic Time Warping for Gesture Recognition on RGB-D Data Incollection

Jiang, Xiaoyi ; Bellon, OlgaReginaPereira ; Goldgof, Dmitry ; Oishi, Takeshi (Ed.): Advances in Depth Image Analysis and Applications, 7854 , pp. 126-135, Springer Berlin Heidelberg, 2013, ISBN: 978-3-642-40302-6.

BibTeX | Tags: Depth maps; Gesture Recognition; Dynamic Time Warping; Statistical Pattern Recognition | Links:

Sánchez, Daniel; Ortega, Juan Carlos; Bautista, Miguel Ángel; Escalera, Sergio

Human body segmentation with multi-limb error-correcting output codes detection and graph cuts optimization Incollection

Pattern Recognition and Image Analysis, pp. 50–58, Springer, 2013.

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Escalera, Sergio; Baró, Xavier; Pujol, Oriol; Vitrià, Jordi; Radeva, Petia

Traffic-Sign Recognition Systems Book

Springer, 2011, ISBN: 978-1-4471-2244-9.

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