Publications
Journal Articles
| . Super-Resolution of Sentinel-2 Imagery Using Generative Adversarial Networks. Remote Sensing. In Press;. |
| . 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;. |
. FuCiTNet: Improving the generalization of deep learning networks by the fusion of learned class-inherent transformations. Information Fusion. 2020;63(195).  (366.22 KB) |
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. Mask-guided sample selection for Semi-Supervised Instance Segmentation. Multimedia Tools and Applications. 2020;. (2.2 MB) |
| . 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). |
Book Chapters & Books top
| . 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. |
| . 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. |
| . Leishmaniasis Parasite Segmentation and Classification Using Deep Learning. In Articulated Motion and Deformable Objects. Springer International Publishing; 2018. pp. 53-62. |
| . 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. |
| . Sentiment concept embedding for visual affect recognition. In Multimodal Behavior Analysis in theWild. 1st ed. Elsevier; 2018. |
Conference Papers top
| . Uncertainty Estimation in Deep Neural Networks for Dermoscopic Image Classification. In CVPR 2020, ISIC Skin Image Analysis Workshop. In Press. |
| . Weakly Supervised Semantic Segmentation for Remote Sensing Hyperspectral Imaging. In International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020). In Press. |
| . Enhancing Online Knowledge Graph Population with Semantic Knowledge. In 19th International Semantic Web Conference (ISWC). Virtual; In Press. |
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. RefVOS: A Closer Look at Referring Expressions for Video Object Segmentation. In arXiv. 2020. (10.03 MB) |
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. How2Sign: A Large-scale Multimodal Dataset for Continuous American Sign Language. In ECCV 2020 Workshop on Sign Language Recognition, Translation and Production (SLRTP). 2020. (744.94 KB) |
Theses top
| . Study of early stages of Alzheimer’s disease using magnetic resonance imaging. . Signal Theory and Communications. [Barcelona]: Universitat Politècnica de Catalunya; 2019. |
| . Computer Vision beyond the visible: Image understanding through language. . Signal Theory and Communications. [Barcelona]: Universitat Politecnica de Catalunya; 2019. |
| . Semantic and Generic Object Segmentation for Scene Analysis Using RGB-D Data. . Signal Theory and Communications (TSC). [download link]: Universitat Politècnica de Catalunya (UPC); 2018. |
| . Multi-view depth coding based on a region representation combining color and depth information. . Signal Theory and Communications (TSC). Universitat Politècnica de Catalunya (UPC); 2017. |
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. Study of Gene Regulatory Networks Inference Methods from Gene Expression Data. . 2017. (2.73 MB) |
Other top
| . Self-Supervised Visual Representation Learning for Remote Sensing. . 2020. | Ms Thesis |
| . Image Segmentation with Deep Learning. 2020. | Presentation |
| . Deep Self-Supervised Learning for All. 2020. | Presentation |
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. 2D to 3D body pose estimation for sign language with Deep Learning. . 2020. (2.97 MB) |
Ms Thesis |
| . Attention-based multi-view 3D reconstruction models. . 2020. | Ms Thesis |