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R. Terradas, Domingo, P., Grau, M., Alarcón, E., and Ruiz-Hidalgo, J., A method, system and computer programs to automatically transform an image, 2022. Patent
P. Cabot, Sign Language Translation based on Transformers for the How2Sign Dataset, 2022. (1.56 MB) Report
Á. Budria, Multimodal 3D Hand Pose Enhancement for Sign Language, 2022. (1.2 MB) Report
P. Cabot, Tarrés, L., and Giró-i-Nieto, X., Sign-Language Translation with Pseudo-Glosses. 2022. (7.51 MB) Ms Thesis
Á. Budria, Topic Detection from Sign Language Videos. 2022. Ms Thesis
X. Giró-i-Nieto and Duarte, A., Towards Sign Language Translation and Production. 2022. Presentation
M. A. Mohamed, Exploring Visual Representations for Sign Language Translation. 2022. (700.12 KB) Ms Thesis
M. Barrabés, Machine Learning for Genomic Sequence Processing, 2022. Report
M. Perera, Ancestry-conditioned Generative Models for Genotyping, 2022. Report
T. Domenech, Hiding Images in their Spoken Narratives. 2022. (15.23 MB) Ms Thesis
J. Aguilar, 2D-to-3D Lifting of Sign Language Body Poses with Recurrent Neural Networks, UPC ETSETB TelecomBCN, Barcelona, 2021. (340.44 KB) Report
D. Bonet, Improved Neural Network Generalization using Channel-Wise NNK Graph Constructions. Final Year Project, UPC, 2021. (3.67 MB) Unpublished
M. Geleta, Unsupervised learning with applications in genomic, vol. BSc Data Science Engineering. 2021. Ms Thesis
P. Caselles, Disentangling neural network structure from the weights space. 2021. (17.1 MB) Ms Thesis
M. Escobar, Object Model Adaptation for Multiple Object Tracking, 2021. (785.3 KB) Report
X. Giró-i-Nieto, Learning Representations for Sign Language Videos. 2021. Presentation
B. Oriol, Species-agnostic Local Ancestry Inference on Genomic Data with Convolutions. 2021. Ms Thesis
A. Iturralde, Towards video alignment across cameras with sign language 2D poses. 2021. (3.45 MB) Ms Thesis
L. Tarrés, GAN-based Image Colourisation with Feature Reconstruction Loss. 2021. (12.4 MB) Ms Thesis
X. Giró-i-Nieto and Ventura, C., Object Detection with Deep Learning. 2021. Presentation
X. Giró-i-Nieto, Sign Language Translation and Production Multimedia and Multimodal Challenges for All. 2021. Presentation
R. Creus, Unsupervised skill learning from pixels. 2021. (19.61 MB) Ms Thesis
J. José Nieto, Discovery and Learning of Navigation Goals from Pixels in Minecraft. 2021. (16.15 MB) Ms Thesis
X. Giró-i-Nieto, Deep Learning Representations for All (a.ka. the AI hype). 2021. (10.95 MB) Presentation
X. Giró-i-Nieto, Image and Video Object Segmentation with Low Supervision. 2020. Presentation
M. Gonzalez-i-Calabuig, Curriculum Learning for Recurrent Video Object Segmentation. 2020. Ms Thesis
P. Muschik, Learn2Sign : sign language recognition and translation using human keypoint estimation and transformer model. 2020. (5.32 MB) Ms Thesis
C. Puntí, PixInPix: Hidding Pixels in Pixels. 2020. (2.13 MB) Ms Thesis
I. Kazakos, Generation of Synthetic Referring Expressions for Object Segmentation in Videos. 2020. (4.14 MB) Ms Thesis
O. Mañas, Self-Supervised Visual Representation Learning for Remote Sensing. 2020. Ms Thesis
X. Giró-i-Nieto and Ventura, C., Image Segmentation with Deep Learning. 2020. Presentation
X. Giró-i-Nieto, Deep Self-Supervised Learning for All. 2020. Presentation
P. Pérez-Granero, 2D to 3D body pose estimation for sign language with Deep Learning. 2020. (2.97 MB) Ms Thesis
J. Escur, Attention-based multi-view 3D reconstruction models. 2020. Ms Thesis
E. Ramon, Villar, J., Ruiz, G., Batard, T., and Giró-i-Nieto, X., Plug-and-Train Loss for Model-Based Single View 3D Reconstruction, BMVA Technical Meeting: 3D vision with Deep Learning. UPC, London, UK, 2019. (3.97 MB) Unpublished
J. LLadós, Bou, E., Bressan, M., Sala, O., and Giró-i-Nieto, X., The pillars of the Computer Vision Catalan Alliance. 2019. Presentation
A. Herrera-Palacio, Recurrent Instance Segmentation with Linguistic Referring Expressions. 2019. (3.6 MB) Ms Thesis
P. Domingo, Interpretability of Deep Learning Models. 2019. Ms Thesis
L. Tarrés, Clasificación de lesiones de piel con un ensemble de redes neuronales residuales. 2019. Ms Thesis
T. Domenech, Clasificación de imágenes dermatoscópicas utilizando Redes Neuronales Convolucionales e información de metadatos. 2019. Ms Thesis
R. Casals, Synthesis of acne images for data augmentation with generative adversarial networks. 2019. Ms Thesis
M. Balibrea, Deep learning for semantic segmentation of airplane hyperspectral imaging. 2019. Ms Thesis
X. Giró-i-Nieto, One Perceptron to Rule Them All: Language and Vision. 2019. (15.61 MB) Presentation
M. Caros, A Generative Dialogue System for Reminiscence Therapy. 2019. (4.89 MB) Ms Thesis
A. Comas, Exploring Methods for Enhancing Linear Prediction of Video Sequences. 2019. Ms Thesis
Deep Learning Representations for All (a.k.a. the AI hype). 2019. (10.95 MB) Presentation
M. Granero, A Video Database for Analyzing Affective Physiological Responses. 2019. (23.66 MB) Ms Thesis
B. Oriol, Multimodal Hate Speech Detection in Memes. 2019. (1.66 MB) Ms Thesis
P. Caselles, Integrating low-level motion cues in deep video saliency. 2019. (10.04 MB) Ms Thesis
J. José Nieto, Video Saliency Prediction with Deep Neural Networks. 2019. (2.17 MB) Ms Thesis
M. Tubau, Wav2Pix: Enhancement and Evaluation of a Speech-conditioned Image Generator. 2019. (9.65 MB) Ms Thesis
E. Ramon, Deep Learning algorithms for 3D Reconstruction and Simulation of Aesthetic Procedures. 2018. Unpublished
D. Fernàndez, Bou-Balust, E., and Giró-i-Nieto, X., Multimodal Knowledge Base Population from News Streams for Media Applications. 2018. Unpublished
E. Perez-Pellitero, Salvador, J., Ruiz-Hidalgo, J., and Rosenhahn, B., Method for upscaling an image and apparatus for upscaling an image, U.S. Patent US 20170132759 A12018. Patent
D. Moreno, Costa-jussà, M. R., and Giró-i-Nieto, X., English to ASL Translator for Speech2Signs. 2018. (1.54 MB) Unpublished
X. Giró-i-Nieto, One Perceptron to Rule them All. 2018. (8.44 MB) Presentation
N. Gullón, Retinal lesions segmentation using CNNs and adversarial training. 2018. Ms Thesis
G. Batiste, Generative Adversarial Networks for Anomaly Detection in Images. 2018. Ms Thesis
C. Arenas, Video Understanding through the Disentanglement of Appearance and Motion. 2018. (1.06 MB) Ms Thesis
S. Roca, Block-based Speech-to-Speech Translation. 2018. (505.01 KB) Ms Thesis
M. Artigues Cànaves, Prevention of Alzheimer's Disease: a contribution from MRI and machine learning. 2018. Ms Thesis
C. Bonín Roselló, Brain lesion segmentation using Convolutional Neuronal Networks. 2018. (3.15 MB) Ms Thesis
J. Bustos Pelegrí, Clasificación de imágenes histológicas mediante redes neuronales convolucionales. 2018. Ms Thesis
J. Martínez Artigot, Automatic fruit classification using deep learning. 2018. Ms Thesis
F. Roldán, Speech-conditioned Face Generation with Deep Adversarial Networks. 2018. (1.79 MB) Ms Thesis
A. Alsina, An interactive Lifelog Search Engine for LSC2018. 2018. (2.75 MB) Ms Thesis
M. Coll-Pol, The Importance of Time in Visual Attention Models. 2018. (5.46 MB) Ms Thesis
X. Giró-i-Nieto, Learning Where and When to Look. 2018. Presentation
D. Fojo, Reproducing and Analyzing Adaptive Computation Time in PyTorch and TensorFlow. 2018. (1.41 MB) Ms Thesis
J. Escur, Exploring Automatic Speech Recognition with TensorFlow. 2018. (829.82 KB) Ms Thesis
X. Giró-i-Nieto, Pascual-deLaPuente, S., Miró, V., and Esteve, O., La meitat de les notícies que consumirem el 2022 seran falses, 2017. . Web Article
E. Mohedano, McGuinness, K., Giró-i-Nieto, X., and O'Connor, N., Fine-tuning of CNN models for Instance Search with Pseudo-Relevance Feedback. NIPS 2017 Women in Machine Learning Workshop, Long Beach, CA, USA, 2017. (341.96 KB) Unpublished
A. Salvador, MIT is building a system that can identify a recipe using pictures of food, 2017. . Web Article
A. Salvador, Snap a photo, get a recipe: pic2recipe uses AI to predict food ingredients, 2017. . Web Article
A. Salvador, Artificial intelligence suggests recipes based on food photos, 2017. . Web Article
One Perceptron to Rule Them All. 2017. Presentation
D. Rodríguez Castelló, Extracción de cráneo en imágenes de resonancia magnética del cerebro utilizando una red neuronal convolucional 3D. 2017. Ms Thesis
V. Campos, Learning to Skip State Updates in Recurrent Neural Networks. 2017. (961.49 KB) Ms Thesis
M. Bellver, Detection-aided medical image segmentation using deep learning. 2017. (7.07 MB) Ms Thesis
A. Jiménez, Class Weighted Convolutional Features for Image Retrieval. 2017. Ms Thesis
F. Roldán, Visual Question Answering 2.0. 2017. (2.59 MB) Ms Thesis
O. Bernal, Predicting emotion in movies: Recurrent and convolutional models applied to videos. 2017. (3.05 MB) Ms Thesis
A. Bozal, Personalized Image Classi cation from EEG Signals using Deep Learning. 2017. (4.51 MB) Ms Thesis
M. Górriz, Active Deep Learning for Medical Imaging Segmentation. 2017. (2.84 MB) Ms Thesis
L. L. Cardoner, Predicting Media Interestingness. 2017. (1.78 MB) Ms Thesis
M. Assens, The Temporal Dimension of Visual Attention Models. 2017. (6.98 MB) Ms Thesis
M. Compri, Multi-label Remote Sensing Image Retrieval based on Deep Features. 2017. (1.99 MB) Ms Thesis
E. Arazo, The impact of visual saliency prediction in image classification. 2017. (828.66 KB) Ms Thesis
A. Romero-Lopez, Skin Lesion Detection from Dermoscopic Images using Convolutional Neural Networks. 2017. Ms Thesis
D. Fernàndez, Campos, V., Jou, B., Giró-i-Nieto, X., and Chang, S. - F., Is a “happy dog” more “happy” than “dog”? - Adjective and Noun Contributions for Adjective-Noun Pair prediction, NIPS Women in Machine Learning Workshop. Barcelona, 2016. (3.11 MB) Unpublished
M. Carné-Herrera, Giró-i-Nieto, X., and Gurrin, C., EgoMemNet: Visual Memorability Adaptation to Egocentric Images, 4th Workshop on Egocentric (First-Person) Vision, CVPR 2016, Las Vegas, NV, USA, 2016. (265.4 KB) Report
C. Reyes, Mohedano, E., McGuinness, K., O'Connor, N., and Giró-i-Nieto, X., Where did I leave my phone ?, 4th Workshop on Egocentric (First-Person) Vision, CVPR 2016, Las Vegas, NV, USA, 2016. (312.27 KB) Report
M. Bellver, Giró-i-Nieto, X., and Marqués, F., Efficient search of objects in images using deep reinforcement learning, NIPS Women in Machine Learning Workshop. Barcelona., 2016. Unpublished
I. Masuda-Mora, Pascual-deLaPuente, S., and Giró-i-Nieto, X., Towards Automatic Generation of Question Answer Pairs from Images, Visual Question Answering Challenge Workshop, CVPR 2016, Las Vegas, NV, USA, 2016. (206.92 KB) Report
V. Marcos Santamarta, Machine learning for recommendation systems in job postings selection. 2016. Ms Thesis
M. Catà, Feature Selection Methods for Predicting Pre-Clinical Stage in Alzheimer's Disease. 2016. (4.52 MB) Ms Thesis
A. Aduriz, Analysis of the dynamics of gray matter reduction in Alzheimer's Disease. 2016. (9.47 MB) Ms Thesis
S. Puch, Nonlinear analysis toolbox for neurodegenerative diseases and aging. 2016. (9.74 MB) Ms Thesis
A. Ferri, Object Tracking in Video with TensorFlow. 2016. (22.63 MB) Ms Thesis
A. Nespereira, Siamese Convolutional Neural Network for Learning Object Similarities in RGB-D Images. 2016. Ms Thesis
A. Calafell, Video Retrieval of Specific Persons in Specific Locations. 2016. (17.14 MB) Ms Thesis
D. Fernàndez, Clustering and Prediction of Adjective-Noun Pairs for Affective Computing. 2016. (10.38 MB) Ms Thesis
M. Carné-Herrera, Visual Memorability for Egocentric Cameras. 2016. (98.86 MB) Ms Thesis
M. Chertó, EgoMon Gaze and Video Dataset for Visual Saliency Prediction. 2016. (1.48 MB) Ms Thesis
C. Reyes, Time-sensitive Egocentric Image Retrieval for Fidings Objects in Lifelogs. 2016. (10.23 MB) Ms Thesis
I. Masuda-Mora, Open-Ended Visual Question-Answering. 2016. (7.03 MB) Ms Thesis
A. Montes, Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks. 2016. (27.84 MB) Ms Thesis
M. Carné-Herrera, Detect Snap Points in Egocentric Images with Physiological Signals. 2016. (4.63 MB) Ms Thesis
C. Ventura, Giró-i-Nieto, X., Vilaplana, V., McGuinness, K., Marqués, F., and O'Connor, N. E., Improving Spatial Codification in Semantic Segmentation (Supplementary Material), 2015. (18.81 MB) Report
J. Pan and Giró-i-Nieto, X., End-to-end Convolutional Network for Saliency Prediction, arXiv, Boston, MA (USA), 2015. (1.18 MB) Report
E. Sañoso Vela, Combinar imágenes y hábitos musicales para mejorar los sistemas de recomendación de música. 2015. Ms Thesis
A. Herrera Alonso, Detecció de Text utilitzant Xarxes Neuronals Convolucionals . 2015. Ms Thesis
Ldel Pino López, Reconstrucció de la forma del rostre a partir de contorns. 2015. Ms Thesis
E. Panizo, Classification techniques for Alzheimer’s disease early diagnosis. 2015. (5.86 MB) Ms Thesis
C. Canton-Ferrer, From Catalonia to America: notes on how to achieve a successful post-PhD career. 2015. Presentation
G. de Oliveira-Barra, LIvRE: A Video Extension to the LIRE Content-Based Image Retrieval System. 2015. (8.3 MB) Ms Thesis
A. Lidon, Semantic and Diverse Summarization of Egocentric Photo Events. 2015. (5.34 MB) Ms Thesis
M. Alfaro, Inclusion of depth information on a temporal hierarchical co-clustering technique. 2015. Ms Thesis
G. A. Xalabarder, Region-based Particle Filter. 2015. Ms Thesis
C. Ramos-Caballero, Keyframe-based Video Summarization Designer. 2015. (2.64 MB) Ms Thesis
M. Bellver, Efficient Exploration of Region Hierarchies for Semantic Segmentation. 2015. (11.62 MB) Ms Thesis
A. Calafell, Fine-tuning a Convolutional Network for Cultural Event Recognition. 2015. (11.14 MB) Ms Thesis
J. Pan, Visual Saliency Prediction using Deep learning Techniques. 2015. (1.57 MB) Ms Thesis
V. Campos, Layer-wise CNN Surgery for Visual Sentiment Prediction. 2015. (1.51 MB) Ms Thesis
E. Fontdevila-Bosch, Region-oriented Convolutional Networks for Object Retrieval. 2015. (8.02 MB) Ms Thesis
J. Roldan-Carlos, Visual Search for Musical Performances and Endoscopic Videos. 2015. (12.35 MB) Ms Thesis
R. Mestre, Visual Summary of Egocentric Photostreams by Representative Keyframes. 2015. (1.36 MB) Ms Thesis
S. Porta, Rapid Serial Visual Presentation for Relevance Feedback in Image Retrieval with EEG Signals. 2015. (1.38 MB) Ms Thesis
F. Cabezas, Co-filtering human interaction and object segmentation. 2015. (1.82 MB) Ms Thesis
I. Gris-Sarabia, Pyxel, una llibreria per a l’anotació automàtica de fotografies. 2015. (1.12 MB) Ms Thesis
C. D Gutiérrez, Comparació d'algoritmes de classificació de tipus de pla en imatges de futbol. 2014. Ms Thesis
M. Ferrarons-Betrian, Mobile Visual Search at Catchoom. 2014. Ms Thesis
A. Salvador, Exploiting User Interaction and Object Candidates for Instance Retrieval and Object Segmentation. 2014. (8.97 MB) Ms Thesis
D. Almendros-Gutiérrez, Visual instance mining of news videos using a graph-based approach. 2014. (4.12 MB) Ms Thesis
M. Tella, Contextless Object Recognition with Shape-enriched SIFT and Bags of Features. 2014. (4.82 MB) Ms Thesis
S. Imedio-Pereira, An investigation of eye gaze tracking utilities in image object recognition. 2014. (1.63 MB) Ms Thesis
D. Manchon-Vizuete, Low computational cost algorithms for photo clustering and mail signature detection in the cloud. 2014. Ms Thesis
R. Llorca Queralt, Automatic Human Detection and Tracking for Robust Video Sequence Annotation. 2014. Ms Thesis
J. Sánchez-Escué, Bundling interest points for object classification. 2014. (2.15 MB) Ms Thesis
C. Ventura, Visual Object Analysis Using Regions and Interest Points, ACM Multimedia. 2013. (132.2 KB) Ms Thesis
E. Ramon, Algorithms for B wave detection. 2013. Ms Thesis
C. Ventura, Visual Object Analysis Using Regions and Interest Points. 2013. (4.62 MB) Ms Thesis
A. Garcia-delMolino, Extension of Instance Search Technique by Geometric Coding and Quantization Error Compensation. 2013. Ms Thesis
A. Salvador, Crowdsourced Object Segmentation with a Game. 2013. (1.34 MB) Ms Thesis
E. Mohedano, Investigating EEG for Saliency and Segmentation Applications in Image Processing. 2013. (332.54 KB) Ms Thesis
J. Antoja-Sabin, El telèfon mòbil com a eina d'aprenentatge informal. 2013. (1.55 MB) Ms Thesis
M. Martos, Content-based Video Summarisation to Object Maps. 2013. (3.73 MB) Ms Thesis
L. Tort, Video Clustering Using Camera Motion. 2013. (8.87 MB) Ms Thesis
M. Alfaro, Reordenació i agrupament d'imatges d'una cerca de vídeo. 2011. (24.81 MB) Ms Thesis
G. Palou and Salembier, P., Monocular Depth Ordering Using Occlusion Cues, Technical University of Catalonia, Barcelona, 2011. Report
M. Tella, Interactive Image Processing demonstrations for the web. 2011. (1.77 MB) Ms Thesis
Interactive Image Processing Demos for the Web. 2011. (1.77 MB) Ms Thesis
E. Carcel, Rich Internet Application for the Semi-Automatic Annotation of Semantic Shots on Keyframes. 2011. (6.58 MB) Ms Thesis
A. Rubiano, Búsqueda Visual con Retroacción de Relevancia Basada en Actualizacion de Pesos. 2011. (1.07 MB) Ms Thesis
C. Ventura, Tools for Image Retrieval in Large Multimedia Databases. 2011. (6.33 MB) Ms Thesis
S. Cortés, GOS: búsqueda visual de imágenes, 25, 2010. Report
D. Varas, Type of view estimation in football sequences. 2010. Ms Thesis
C. Ventura, Image-Based Query by Example Using MPEG-7 Visual Descriptors. 2010. Ms Thesis
P. Muñoz-Trallero, Extensió d'una interfície de cerca d'imatges a les consultes amb regions. 2010. Ms Thesis
B. Girvent, Servei de vídeos a la carta per a l'iPhone. 2010. (10.26 MB) Ms Thesis
M. Gimeno, Interfície gràfica d'usuari per a l'avaluació de classificadors d'imatges. 2010. Ms Thesis
C. Ruiz-Sancho, Tweet@TV: Televisió social en 140 caràcters. 2010. (6.63 MB) Ms Thesis
S. Cortés, Interfaz gráfica de usuario para la búsqueda de imágenes basada en imágenes. 2009. (2.84 MB) Ms Thesis
R. Salla-Rovira, Aplicació rica d'internet per a la consulta amb text i imatge a la Corporació Catalana de Mitjans Audiovisuals. 2009. (6.01 MB) Ms Thesis
A. Gil-Moreno, Sistema de gestió de vídeo off-line per una smart-room. 2007. (4.54 MB) Ms Thesis
X. Giró-i-Nieto, La convergència de la TV cap al PC, Diari Avui, Barcelona, Catalonia, 2004. Report
X. Giró-i-Nieto, Volumetric Data Compression based on Cube-Splitting and Embedded Block Coding by Optimized Truncation. 2000. (1.36 MB) Ms Thesis
F. Marqués, Gomila, C., and Gasull, A., Partition Decoding Method and Device, U.S. Patent 9940176141999. Patent
F. Marqués, Partition Coding Method and Device, U.S. Patent 9940043641999. Patent
J. Ruiz-Hidalgo, The representation of images using scale trees, University of East Anglia, 1999. (2.33 MB) Report
J. Llach and Salembier, P., Analysis of Video Sequence. Method for Defining the Structure of a Video Sequence. Part I, U.S. Patent 994025948-1999. Patent
J. Llach and Salembier, P., Analysis of Video Sequence. Method for Defining the Structure of a Video Sequence. Part II, U.S. Patent 994026615-1999. Patent
F. Marqués and Molina, C., Image Segmentation and Object Tracking Method and Corresponding System, U.S. Patent 9740255871997. Patent
M. Pardàs, Salembier, P., Ayuso, X., and Martí, E., Video coding method and corresponding coding and decoding systems, U.S. Patent 9693276.5-1997. Patent
P. Salembier, Marqués, F., Corset, I., Bouchard, L., Jeannin, S., Pardàs, M., Morros, J. R., Meyer, F., and Marcotegui, B., Segmented Picture Coding Method and System and Corresponding Decoding Method and System, U.S. Patent 964009161-1996. (2.27 MB) Patent
A. Oliveras, Salembier, P., and Garrido, L., Filtering Method and Corresponding Filtering System, U.S. Patent 96402925.0-1996. Patent
P. Salembier, Method of Coding an Image Sequence, U.S. Patent 954018131-1995. Patent
P. Salembier, Method of Coding an Image Sequence and Corresponding Decoding Method, U.S. Patent 954020202-1995. Patent
P. Salembier and Lamnabhi, M., Appareil de Décodage de Signaux Modulés en Fréquence, U.S. Patent 8900812-1989. Patent
P. Salembier and Lamnabhi, M., Dispositif de Réception de Signaux Numériques Codés et Modulés en Fréquences, U.S. Patent 8808919-1988. Patent
P. Salembier and Hayet, P., Appareil Muni d'un Dispositif de Réstitution de la Composante Continue Amélioré, U.S. Patent 8814685-1988. Patent
P. Salembier and Lamnabhi, M., Dispositif d'Amélioration du Décodage de Signaux Numériques lors de Transmission en Modulation de Fréquence, U.S. Patent 8710580-1987. Patent