Search Results for author: Victor Gimenez-Abalos

Found 4 papers, 3 papers with code

Padding Aware Neurons

1 code implementation14 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.

Inductive Bias

When & How to Transfer with Transfer Learning

1 code implementation8 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.

Transfer Learning

Focus! Rating XAI Methods and Finding Biases

1 code implementation28 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

Feature discriminativity estimation in CNNs for transfer learning

no code implementations8 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.

Transfer Learning

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