Search Results for author: Gonzalo Mateo-García

Found 6 papers, 2 papers with code

Fast model inference and training on-board of Satellites

2 code implementations17 Jul 2023 Vít Růžička, Gonzalo Mateo-García, Chris Bridges, Chris Brunskill, Cormac Purcell, Nicolas Longépé, Andrew Markham

In this work we demonstrate the reliable use of RaVAEn onboard a satellite, achieving an encoding time of 0. 110s for tiles of a 4. 8x4. 8 km$^2$ area.

Decision Making

Convolutional Neural Networks for Multispectral Image Cloud Masking

no code implementations9 Dec 2020 Gonzalo Mateo-García, Luis Gómez-Chova, Gustau Camps-Valls

Convolutional neural networks (CNN) have proven to be state of the art methods for many image classification tasks and their use is rapidly increasing in remote sensing problems.

BIG-bench Machine Learning Classification +2

Cross-Sensor Adversarial Domain Adaptation of Landsat-8 and Proba-V images for Cloud Detection

1 code implementation10 Jun 2020 Gonzalo Mateo-García, Valero Laparra, Dan López-Puigdollers, Luis Gómez-Chova

In addition, the training of the proposed adversarial domain adaptation model can be modified to improve the performance in a specific remote sensing application, such as cloud detection, by including a dedicated term in the cost function.

Cloud Detection Domain Adaptation +2

Fair Kernel Learning

no code implementations16 Oct 2017 Adrián Pérez-Suay, Valero Laparra, Gonzalo Mateo-García, Jordi Muñoz-Marí, Luis Gómez-Chova, Gustau Camps-Valls

It has been shown that not including sensitive features that bias fairness, such as gender or race, is not enough to mitigate the discrimination when other related features are included.

BIG-bench Machine Learning Dimensionality Reduction +2

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