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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.
Puig-Sitjes A, Jakubowski M, Naujoks D, Gao Y, Drewelow P, Niemann H, et al.. Real-time detection of overloads on the plasma-facing components of Wendelstein 7-X. Applied sciences (Basel). 2021;11(24).  (6.09 MB)
Mañas O, Lacoste A, Giró-i-Nieto X, Vazquez D, Rodríguez P. Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data. In International Conference in Computer Vision (ICCV). Virtual: IEEE/CVF; 2021.  (1.79 MB)
Giró-i-Nieto X. Sign Language Translation and Production Multimedia and Multimodal Challenges for All. 2021.
Salgueiro L, Marcello J, Vilaplana V. Single-image super-resolution of Sentinel-2 low resolution bands with residual dense convolutional neural networks. Remote Sensing. 2021;13(24):5007.
Puig-Sitjes A, Casas J, Salembier P, Vizcarro D, Clemente R, Jakubowski M, et al.. Spatio-temporal Detection and Tracking of Thermal Events on the Plasma Facing Components of Wendelstein 7-X. In 4th IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis. Shanghai (online): iaea.org; 2021.
Oriol B. Species-agnostic Local Ancestry Inference on Genomic Data with Convolutions. Mas-Montserrat D, Ioannidis AG, Giró-i-Nieto X. 2021.
Girbau A. Sports broadcasting and multiple object tracking with deep learning methods. Rius I, Giró-i-Nieto X, Marqués F. Signal Theory and Communications. 2021.
Kazakos I, Bellver-Bueno M, Ventura C, Silberer C, Giró-i-Nieto X. SynthRef: Generation of Synthetic Referring Expressions for Object Segmentation. In NAACL Visually Grounded Interaction and Language (ViGIL) Workshop. Virtual; 2021.  (794.97 KB)
Iturralde A. Towards video alignment across cameras with sign language 2D poses. Tarrés L, Giró-i-Nieto X. 2021.  (3.45 MB)
Geleta M. Unsupervised learning with applications in genomic. Mas-Montserrat D, Ioannidis AG, Giró-i-Nieto X. 2021.
Creus R. Unsupervised skill learning from pixels. Nieto JJosé, Giró-i-Nieto X. 2021.  (19.61 MB)
Nieto JJosé, Creus R, Giró-i-Nieto X. Unsupervised Skill-Discovery and Skill-Learning in Minecraft. In ICML 2021 Workshop on Unsupervised Reinforcement Learning (URL). 2021.  (5.67 MB)

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