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] . Channel-Wise Early Stopping without a Validation Set via NNK Polytope Interpolation. In Asia Pacific Signal and Information Processing Association Annual Summit, APSIPA. Tokyo, Japan; 2021. 
(995.84 KB)
(995.84 KB). Deep Learning Representations for All (a.ka. the AI hype). 2021. (10.95 MB)
(10.95 MB). Deep variational autoencoders for population genetics: applications in classification, imputation, dimensionality reduction, and novel lossless data compression. In American Society of Human Genetics (ASHG). Virtual: ASHG; 2021.
. Development of a multimodal imaging system based on LIDAR. . Optics and Optometry Department. Universitat Politècnica de Catalunya; 2021.
. Discovery and Learning of Navigation Goals from Pixels in Minecraft. . 2021. (16.15 MB)
(16.15 MB). Disentangling neural network structure from the weights space. . 2021. (17.1 MB)
(17.1 MB). A Dual Network for Super-Resolution and Semantic Segmentation of Sentinel-2 imagery. Remote Sensing. 2021;13(22):4547.
. GAN-based Image Colourisation with Feature Reconstruction Loss. In CVPR 2021 Women in Computer Vision Workshop. Virtual; 2021. (4.2 MB)
(4.2 MB). GAN-based Image Colourisation with Feature Reconstruction Loss. . 2021. (12.4 MB)
(12.4 MB). H3D-Net: Few-Shot High-Fidelity 3D Head Reconstruction. In International Conference on Computer Vision (ICCV). Virtual: IEEE/CVF; 2021. (6.08 MB)
(6.08 MB). How2Sign: A Large-scale Multimodal Dataset for Continuous American Sign Language. In CVPR 2021. 2021. (5.94 MB)
(5.94 MB). Image and Video Object Segmentation in Low Supervision Scenarios. . Computer Architectures. [Barcelona]: Universitat Politecnica de Catalunya; 2021.
. Implementation of personalized medicine in cutaneous melanoma patients aided by artificial intelligence. In 10th World Congress of2 Melanoma / 17th EADO Congress. 2021.
. Improved Neural Network Generalization using Channel-Wise NNK Graph Constructions. . Final Year Project, UPC; 2021. (3.67 MB)
(3.67 MB). Machine learning on combined neuroimaging and plasma biomarkers for triaging participants of secondary prevention trials in Alzheimer’s Disease. In Alzheimer's Association International Conference. 2021.
. MRI brain tumor segmentation and uncertainty estimation using 3D-UNet architectures. In Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2020. Springer International Publishing; 2021. pp. 376-390.
. Multimodal solid-state LiDAR for advanced perception applications. In OPTOEL. 2021.
. Multiple Object Tracking with Mixture Density Networks for Trajectory Estimation. In CVPR 2021 Robust Video Scene Understanding: Tracking and Video Segmentation (RVSU) Workshop. 2021.
. Neural ADMIXTURE: rapid population clustering with autoencoders. In 2021 Society for Molecular Biology & Evolution meeting (SMBEv2021). Virtual; 2021. (1.76 MB)
(1.76 MB). Object Detection with Deep Learning. 2021.
. Object Model Adaptation for Multiple Object Tracking. . 2021 . (785.3 KB)
(785.3 KB). Personalized medicine in melanoma patients aided by artificial intelligence. In Clinical Translation of Medical Image Computing and Computer Assisted Interventions (CLINICCAI) Workshop at MICCAI. 2021.
. PiCoEDL: Discovery and Learning of Minecraft Navigation Goals from Pixels and Coordinates. In CVPR 2021 Embodied AI Workshop. 2021. (847.54 KB)
(847.54 KB). PixelEDL: Unsupervised Skill Discovery and Learning from Pixels. In CVPR 2021 Embodied AI Workshop. 2021. (1.55 MB)
(1.55 MB)