Search Results for author: Jesus Garcia Fernandez

Found 3 papers, 2 papers with code

Perturbation-based Learning for Recurrent Neural Networks

no code implementations14 May 2024 Jesus Garcia Fernandez, Sander Keemink, Marcel van Gerven

To this end, we extend the recently introduced activity-based node perturbation (ANP) method to operate in the time domain, leading to more efficient learning and generalization.

Broad-UNet: Multi-scale feature learning for nowcasting tasks

1 code implementation12 Feb 2021 Jesus Garcia Fernandez, Siamak Mehrkanoon

We introduce Broad-UNet, a novel architecture based on the core UNet model, to efficiently address this problem.

Image-to-Image Translation Translation

Deep brain state classification of MEG data

2 code implementations2 Jul 2020 Ismail Alaoui Abdellaoui, Jesus Garcia Fernandez, Caner Sahinli, Siamak Mehrkanoon

The experimental results of cross subject multi-class classification on the studied MEG dataset show that the inclusion of attention improves the generalization of the models across subjects.

Brain Decoding Classification +3

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