1 code implementation • 14 Sep 2023 • Dario Garcia-Gasulla, Victor Gimenez-Abalos, Pablo Martin-Torres
In this work we identify Padding Aware Neurons (PANs), a type of filter that is found in most (if not all) convolutional models trained with static padding.
1 code implementation • 8 Nov 2022 • Adrian Tormos, Dario Garcia-Gasulla, Victor Gimenez-Abalos, Sergio Alvarez-Napagao
In deep learning, transfer learning (TL) has become the de facto approach when dealing with image related tasks.
1 code implementation • 28 Sep 2021 • Anna Arias-Duart, Ferran Parés, Dario Garcia-Gasulla, Victor Gimenez-Abalos
In the field of image recognition many feature attribution methods have been proposed with the purpose of explaining a model's behavior using visual cues.
Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +1
no code implementations • 8 Nov 2019 • Victor Gimenez-Abalos, Armand Vilalta, Dario Garcia-Gasulla, Jesus Labarta, Eduard Ayguadé
The purpose of feature extraction on convolutional neural networks is to reuse deep representations learnt for a pre-trained model to solve a new, potentially unrelated problem.