Publications
Journal Articles
. 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). |
| . Grounded Sequence to Sequence Transduction. IEEE Journal of Selected Topics in Signal Processing. 2020;14(3):577-591. |
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. |
| . SynthRef: Generation of Synthetic Referring Expressions for Object Segmentation. In NAACL Visually Grounded Interaction and Language (ViGIL) Workshop. Virtual; In Press. |
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. How2Sign: A Large-scale Multimodal Dataset for Continuous American Sign Language. In CVPR 2021. In Press. (5.94 MB) |
| . Uncertainty Estimation in Deep Neural Networks for Dermoscopic Image Classification. In CVPR 2020, ISIC Skin Image Analysis Workshop. 2020. |
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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. 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) |
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. Learn2Sign : sign language recognition and translation using human keypoint estimation and transformer model. . 2020. (5.32 MB) |
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. PixInPix: Hidding Pixels in Pixels. . 2020. (2.13 MB) |
Ms Thesis |
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. Generation of Synthetic Referring Expressions for Object Segmentation in Videos. . 2020. (4.14 MB) |
Ms Thesis |