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Author Title Type [ Year(Asc)]
2021
Bonet D, Ortega A, Ruiz-Hidalgo J, Shekkizhar S. 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)
Giró-i-Nieto X. Deep Learning Representations for All (a.ka. the AI hype). 2021.  (10.95 MB)
Geleta M, Mas-Montserrat D, Bustamante C, Giró-i-Nieto X, Ioannidis AG. 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.
Nieto JJosé. Discovery and Learning of Navigation Goals from Pixels in Minecraft. Campos V, Giró-i-Nieto X. 2021.  (16.15 MB)
Caselles P. Disentangling neural network structure from the weights space. Schürholt K, Borth D, Giró-i-Nieto X. 2021.  (17.1 MB)
Abadal S, Salgueiro L, Marcello J, Vilaplana V. A Dual Network for Super-Resolution and Semantic Segmentation of Sentinel-2 imagery. Remote Sensing. 2021;13(22):4547.
Tarrés L, Górriz M, Giró-i-Nieto X, Mrak M. GAN-based Image Colourisation with Feature Reconstruction Loss. In CVPR 2021 Women in Computer Vision Workshop. Virtual; 2021.  (4.2 MB)
Tarrés L. GAN-based Image Colourisation with Feature Reconstruction Loss. Mrak M, Giró-i-Nieto X. 2021.  (12.4 MB)
Ramon E, Triginer G, Escur J, Pumarola A, Garcia J, Giró-i-Nieto X, et al.. H3D-Net: Few-Shot High-Fidelity 3D Head Reconstruction. In International Conference on Computer Vision (ICCV). Virtual: IEEE/CVF; 2021.  (6.08 MB)
Duarte A, Palaskar S, Ventura L, Ghadiyaram D, DeHaan K, Metze F, et al.. How2Sign: A Large-scale Multimodal Dataset for Continuous American Sign Language. In CVPR 2021. 2021.  (5.94 MB)
Bellver M. Image and Video Object Segmentation in Low Supervision Scenarios. Torres J, Giró-i-Nieto X. Computer Architectures. [Barcelona]: Universitat Politecnica de Catalunya; 2021.
Hernandez C, Kiroglu A, García S, Ficapal J, Burgos J, Podlipnik S, et al.. Implementation of personalized medicine in cutaneous melanoma patients aided by artificial intelligence. In 10th World Congress of2 Melanoma / 17th EADO Congress. 2021.
Bonet D. Improved Neural Network Generalization using Channel-Wise NNK Graph Constructions. Ortega A, Ruiz-Hidalgo J, Shekkizhar S. Final Year Project, UPC; 2021 .  (3.67 MB)
Giró-i-Nieto X. Learning Representations for Sign Language Videos. 2021.
Cumplido-Mayoral I, Salvadó G, Shekari M, Falcon C, Alomà MMilà, Baizán ANiñerola, et al.. 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.
Mora L, Vilaplana V. 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.
García-Gómez P, Rodrigo N, Riu J, Casas J, Royo S. Multimodal solid-state LiDAR for advanced perception applications. In OPTOEL. 2021.
Girbau A, Giró-i-Nieto X, Rius I, Marqués F. Multiple Object Tracking with Mixture Density Networks for Trajectory Estimation. In CVPR 2021 Robust Video Scene Understanding: Tracking and Video Segmentation (RVSU) Workshop. 2021.
Dominguez A, Mas-Montserrat D, Bustamante C, Giró-i-Nieto X, Ioannidis AG. Neural ADMIXTURE: rapid population clustering with autoencoders. In 2021 Society for Molecular Biology & Evolution meeting (SMBEv2021). Virtual; 2021.  (1.76 MB)
Giró-i-Nieto X, Ventura C. Object Detection with Deep Learning. 2021.
Escobar M. Object Model Adaptation for Multiple Object Tracking. Girbau A, Ventura C, Giró-i-Nieto X, Marqués F. 2021 .  (785.3 KB)
Podlipnik S, Hernandez C, Kiroglu A, García S, Ficapal J, Burgos J, et al.. 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.
Nieto JJosé, Creus R, Giró-i-Nieto X. PiCoEDL: Discovery and Learning of Minecraft Navigation Goals from Pixels and Coordinates. In CVPR 2021 Embodied AI Workshop. 2021.  (847.54 KB)
Creus R, Nieto JJosé, Giró-i-Nieto X. PixelEDL: Unsupervised Skill Discovery and Learning from Pixels. In CVPR 2021 Embodied AI Workshop. 2021.  (1.55 MB)
Cumplido-Mayoral I, Ingala S, Lorenzini L, Wink AMeije, Haller S, Molinuevo JLuis, et al.. Prediction of amyloid pathology in cognitively unimpaired individuals using structural MRI. In Alzheimer's Association International Conference. 2021.

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