Publications
Journal Articles
. 2D–3D Geometric Fusion network using Multi-Neighbourhood Graph Convolution for RGB-D indoor scene classification. Information Fusion. 2021;76.  (771.86 KB) |
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. 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) |
| . Projection to Latent Spaces disentangles pathological effects on brain morphology in the asymptomatic phase of Alzheimer’s disease. Frontiers in Neurology, section Applied Neuroimaging. 2020;11. |
| . 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
| . MRI brain tumor segmentation and uncertainty estimation using 3D-UNet architectures. In Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2020. In Press. |
| . 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. |
Conference Papers top
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. Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data. In Submitted. (1.79 MB) |
| . Implementation of personalized medicine in cutaneous melanoma patients aided by artificial intelligence. In 10th World Congress of2 Melanoma / 17th EADO Congress. In Press. |
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. GAN-based Image Colourisation with Feature Reconstruction Loss. In CVPR 2021 Women in Computer Vision Workshop. Virtual; In Press. (4.2 MB) |
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. PixelEDL: Unsupervised Skill Discovery and Learning from Pixels. In CVPR 2021 Embodied AI Workshop. In Press. (1.55 MB) |
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. PiCoEDL: Discovery and Learning of Minecraft Navigation Goals from Pixels and Coordinates. In CVPR 2021 Embodied AI Workshop. In Press. (847.54 KB) |
Theses top
| . Image and Video Object Segmentation in Low Supervision Scenarios. . Computer Architectures. [Barcelona]: Universitat Politecnica de Catalunya; 2021. |
| . Sports broadcasting and multiple object tracking with deep learning methods. . Signal Theory and Communications. 2021. |
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. Deep Learning that Scales: Leveraging Compute and Data. . Computer Architecture. [Barcelona, Catalonia]: Universitat Politècnica de Catalunya; 2020. (8.55 MB) |
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. Learning to extract features for 2D-3D multimodal registration. . Universitat Politècnica de Catalunya (UPC); 2020. (14.22 MB) |
| . Study of early stages of Alzheimer’s disease using magnetic resonance imaging. . Signal Theory and Communications. [Barcelona]: Universitat Politècnica de Catalunya; 2019. |
Other top
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. 2D-to-3D Lifting of Sign Language Body Poses with Recurrent Neural Networks. . Barcelona: UPC ETSETB TelecomBCN; 2021 . (340.44 KB) |
Report |
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. Disentangling neural network structure from the weights space. . 2021. (17.1 MB) |
Ms Thesis |
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. Object Model Adaptation for Multiple Object Tracking. . 2021 . (785.3 KB) |
Report |
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. Discovery and Learning of Navigation Goals from Pixels in Minecraft. . 2021. (16.15 MB) |
Ms Thesis |
| . Curriculum Learning for Recurrent Video Object Segmentation. . 2020. | Ms Thesis |