Publications

Journal Articles

Book Chapters & Books

Conference Papers

Journal Articles

In Press
Casamitjana A, Petrone P, Tucholka A, Falcon C, Skouras S, Molinuevo JLuis, et al.. MRI-Based Screening of Preclinical Alzheimer's Disease for Prevention Clinical Trials. Journal of Alzheimer's Disease. In Press;. Google Scholar BibTex

2018
Dimiccoli M, Gurrin C, Crandall D, Giró-i-Nieto X, Radeva P. Introduction to the special issue: Egocentric Vision and Lifelogging. Journal of Visual Communication and Image Representation. 2018;. DOI Google Scholar BibTex (116.21 KB)
Lin X, Casas J, Pardàs M. Temporally Coherent 3D Point Cloud Video Segmentation in Generic Scenes. IEEE Transactions on Image Processing. 2018;27(6):3087 - 3099. DOI Google Scholar BibTex (24.37 MB)
Assens M, McGuinness K, O'Connor N, Giró-i-Nieto X. Scanpath and Saliency Prediction on 360 Degree Images. Elsevier Signal Processing: Image Communication. 2018;. Google Scholar BibTex (2.61 MB)

2017
Maceira M, Varas D, Morros JR, Ruiz-Hidalgo J, Marqués F. 3D hierarchical optimization for multi-view depth map coding. Multimedia Tools and Applications. 2017;. DOI Google Scholar BibTex (4.23 MB)

Book Chapters & Books top

2018
Casamitjana A, Catà M, Sánchez I, Combalia M, Vilaplana V. Cascaded V-Net Using ROI Masks for Brain Tumor Segmentation. In Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2017. Crimi A., Bakas S., Kuijf H., Menze B., Reyes M. (eds). Cham: Springer; 2018. pp. 381-391. DOI Google Scholar BibTex
Tochon G, Dalla Mura M, Veganzones MA, Valero S, Salembier P, Chanussot J. Advances in utilization of hierarchical representations in remote sensing data analysis. In Reference Module in Earth Systems and Environmental Sciences. Elsevier; 2018. pp. 77-107. Google Scholar BibTex

2017
Bellver M, Giró-i-Nieto X, Marqués F, Torres J. Hierarchical Object Detection with Deep Reinforcement Learning. In Deep Learning for Image Processing Applications. Amsterdam, The Netherlands: IOS Press; 2017. DOI Google Scholar BibTex
Mohedano E, Salvador A, McGuinness K, Giró-i-Nieto X, O'Connor N, Marqués F. Object Retrieval with Deep Convolutional Features. In Deep Learning for Image Processing Applications. Amsterdam, The Netherlands: IOS Press; 2017. DOI Google Scholar BibTex
Bellot P, Meyer P. Efficient Combination of Pairwise Feature Networks. In: Battaglia D, Guyon I, Lemaire V, Orlandi J, Ray B, Soriano J. Neural Connectomics Challenge. Springer International Publishing; 2017. DOI Google Scholar BibTex

Conference Papers top

Submitted
Casamitjana A, Vilaplana V, Petrone P, Molinuevo JLuis, Gispert JD. Shared latent structures between imaging features and biomarkers in early stages of Alzheimer's disease. In Workshop on Predictive Intelligence in Medicine (PRIME), MICCAI. Granada, Spain; Submitted. Google Scholar BibTex
Combalia M, Vilaplana V. Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification. In Workshop on Deep Learning in Medical Image Analysis, MICCAI. Granada, Spain; Submitted. Google Scholar BibTex
Górriz M, Aparicio A, Raventós B, López-Codina D, Vilaplana V, Sayrol E. Leishmaniasis Parasite Segmentation and Classification Using Deep Learning. In Articulated Motion and Deformable Objects. Submitted. Google Scholar BibTex

In Press
Bellver M, Maninis K-K, Pont-Tuset J, Torres J, Giró-i-Nieto X, Van Gool L. Detection-aided liver lesion segmentation using deep learning. In ML4H: Machine Learning for Health Workshop at NIPS 2017. In Press. Google Scholar BibTex (1 MB)
Gomez P, Mohedano E, McGuinness K, Giró-i-Nieto X, O'Connor N. Demonstration of an Open Source Framework for Qualitative Evaluation of CBIR Systems. In ACM Multimedia. In Press. Google Scholar BibTex (11.05 MB)

Theses top

2018
Lin X. Semantic and Generic Object Segmentation for Scene Analysis Using RGB-D Data. Casas J, Pardàs M. Signal Theory and Communications (TSC). [URL handle]: Universitat Politècnica de Catalunya (UPC); 2018. Google Scholar BibTex

2017
Maceira M. Multi-view depth coding based on a region representation combining color and depth information. Ruiz-Hidalgo J, Morros JR. Signal Theory and Communications (TSC). Universitat Politècnica de Catalunya (UPC); 2017. Google Scholar BibTex
Perez-Pellitero E. Manifold Learning for Super Resolultion. Rosenhahn B, Ruiz-Hidalgo J. [Hannover]: Leibniz Universität Hannover; 2017. Google Scholar BibTex (18.6 MB)

2016
Varas D. Region-based Particle Filter Leveraged with a Hierarchical Co-clustering. Marqués F. Signal Theory and Communications Department. [Barcelona]: UPC; 2016. Google Scholar BibTex
Ventura C. Visual Object Analysis using Regions and Local Features. Giró-i-Nieto X, Vilaplana V, Marqués F. 2016. Google Scholar BibTex (2.5 MB)

Other top

2018
Ramon E, Giró-i-Nieto X. Deep Learning algorithms for 3D Reconstruction and Simulation of Aesthetic Procedures. 2018. Google Scholar BibTex	Unpublished
Fernàndez D, Bou-Balust E, Giró-i-Nieto X. Multimodal Knowledge Base Population from News Streams for Media Applications. 2018. Google Scholar BibTex	Unpublished
Moreno D, Costa-jussà MR, Giró-i-Nieto X. English to ASL Translator for Speech2Signs. 2018. Google Scholar BibTex (1.54 MB)	Unpublished
Cànaves MArtigues. Prevention of Alzheimer's Disease: a contribution from MRI and machine learning. Petrone P, Vilaplana V. 2018. Google Scholar BibTex	Ms Thesis
Roselló CBonín. Brain lesion segmentation using Convolutional Neuronal Networks. Casamitjana A, Vilaplana V. 2018. Google Scholar BibTex (3.15 MB)	Ms Thesis