Publications

Journal Articles

Book Chapters & Books

Conference Papers

Journal Articles

In Press
Salgueiro L, Marcello J, Vilaplana V. Super-Resolution of Sentinel-2 Imagery Using Generative Adversarial Networks. Remote Sensing. In Press;. Google Scholar BibTex
Casamitjana A, Petrone P, Molinuevo JLuis, Gispert JD, Vilaplana V. Projection to Latent Spaces disentangles pathological effects on brain morphology in the asymptomatic phase of Alzheimer’s disease. Frontiers in Neurology, section Applied Neuroimaging. In Press;. Google Scholar BibTex

2020
Rey-Arena M, Guirado E, Tabik S, Ruiz-Hidalgo J. FuCiTNet: Improving the generalization of deep learning networks by the fusion of learned class-inherent transformations. Information Fusion. 2020;63(195). DOI Google Scholar BibTex (366.22 KB)
Bellver M, Salvador A, Torres J, Giró-i-Nieto X. Mask-guided sample selection for Semi-Supervised Instance Segmentation. Multimedia Tools and Applications. 2020;. DOI Google Scholar BibTex (2.2 MB)
Gené-Mola J, Sanz R, Rosell-Polo JR, Morros JR, Ruiz-Hidalgo J, Vilaplana V, et al.. Fuji-SfM dataset: A collection of annotated images and point clouds for Fuji apple detection and location using structure-from-motion photogrammetry. 2020;Data in Brief(Vol. 30). DOI Google Scholar BibTex

Book Chapters & Books top

2019
Bellot P, Salembier P, Pham NC, Meyer PE. Unsupervised GRN Ensemble. In Sanguinetti G., Huynh-Thu V. (eds) Methods in Molecular Biology . New York, NY: Springer science, Humana Press; 2019. pp. 283-302. DOI Google Scholar BibTex

2018
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 PRedictive Intelligence in MEdicine. Springer International Publishing; 2018. pp. 60-67. DOI Google Scholar BibTex
Górriz M, Aparicio A, Raventós B, Vilaplana V, Sayrol E, López-Codina D. Leishmaniasis Parasite Segmentation and Classification Using Deep Learning. In Articulated Motion and Deformable Objects. Springer International Publishing; 2018. pp. 53-62. DOI Google Scholar BibTex
Combalia M, Vilaplana V. Monte-Carlo Sampling Applied to Multiple Instance Learning for Histological Image Classification. In Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support. Springer International Publishing; 2018. pp. 274-281. DOI Google Scholar BibTex
Campos V, Giró-i-Nieto X, Jou B, Torres J, Chang S-F. Sentiment concept embedding for visual affect recognition. In Multimodal Behavior Analysis in theWild. 1st ed. Elsevier; 2018. Google Scholar BibTex

Conference Papers top

In Press
Combalia M, Hueto F, Puig S, Malvehy J, Vilaplana V. Uncertainty Estimation in Deep Neural Networks for Dermoscopic Image Classification. In CVPR 2020, ISIC Skin Image Analysis Workshop. In Press. Google Scholar BibTex
Moliner E, Salgueiro L, Vilaplana V. Weakly Supervised Semantic Segmentation for Remote Sensing Hyperspectral Imaging. In International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020). In Press. Google Scholar BibTex

2020
Campos V, Trott A, Xiong C, Socher R, Giró-i-Nieto X, Torres J. Explore, Discover and Learn: Unsupervised Discovery of State-Covering Skills. In International Conference on Machine Learning (ICML) 2020. 2020. Google Scholar BibTex (6.89 MB)
Oriol B, Luque J, Diego F, Giró-i-Nieto X. Transcription-Enriched Joint Embeddings or Spoken Descriptions of Images and Videos. In CVPR 2020 Workshop on Egocentric Perception, Interaction and Computing. Seattle, WA, USA: arXiv; 2020. Google Scholar BibTex (96.79 KB)
Giró-i-Nieto X. One Perceptron to Rule Them All: Language, Vision, Audio and Speech (tutorial). In ACM International Conference on Multimedia Retrieval (ICMR) 2020. Dublin, Ireland: ACM; 2020. DOI Google Scholar BibTex (313.96 KB)

Theses top

2019
Casamitjana A. Study of early stages of Alzheimer’s disease using magnetic resonance imaging. Vilaplana V. Signal Theory and Communications. [Barcelona]: Universitat Politècnica de Catalunya; 2019. Google Scholar BibTex
Salvador A. Computer Vision beyond the visible: Image understanding through language. Giró-i-Nieto X, Marqués F. Signal Theory and Communications. [Barcelona]: Universitat Politecnica de Catalunya; 2019. Google Scholar BibTex

2018
Lin X. Semantic and Generic Object Segmentation for Scene Analysis Using RGB-D Data. Casas J, Pardàs M. Signal Theory and Communications (TSC). [download link]: 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
Bellot P. Study of Gene Regulatory Networks Inference Methods from Gene Expression Data. Salembier P. 2017. Google Scholar BibTex (2.73 MB)

Other top

2020
Pérez-Granero P. 2D to 3D body pose estimation for sign language with Deep Learning. McGuinness K, Giró-i-Nieto X. 2020. Google Scholar BibTex (2.97 MB)	Ms Thesis
Escur J. Attention-based multi-view 3D reconstruction models. Ramon E, Giró-i-Nieto X. 2020. Google Scholar BibTex	Ms Thesis

2019
Ramon E, Villar J, Ruiz G, Batard T, Giró-i-Nieto X. Plug-and-Train Loss for Model-Based Single View 3D Reconstruction. BMVA Technical Meeting: 3D vision with Deep Learning. London, UK: UPC; 2019. Google Scholar BibTex (3.97 MB)	Unpublished
LLadós J, Bou E, Bressan M, Sala O, Giró-i-Nieto X. The pillars of the Computer Vision Catalan Alliance. 2019. Google Scholar BibTex	Presentation
Herrera-Palacio A. Recurrent Instance Segmentation with Linguistic Referring Expressions. Giró-i-Nieto X, Ventura C, Silberer C. 2019. Google Scholar BibTex (3.6 MB)	Ms Thesis