Search Results for author: Caroline Mazini Rodrigues

Found 3 papers, 1 papers with code

Bridging Human Concepts and Computer Vision for Explainable Face Verification

no code implementations30 Jan 2024 Miriam Doh, Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman, Matei Mancas, Hugues Bersini

With Artificial Intelligence (AI) influencing the decision-making process of sensitive applications such as Face Verification, it is fundamental to ensure the transparency, fairness, and accountability of decisions.

Decision Making Explainable artificial intelligence +3

Transforming gradient-based techniques into interpretable methods

no code implementations25 Jan 2024 Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman

The explication of Convolutional Neural Networks (CNN) through xAI techniques often poses challenges in interpretation.

Unsupervised discovery of Interpretable Visual Concepts

1 code implementation31 Aug 2023 Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman

Attribution maps from xAI techniques, such as Integrated Gradients, are a typical example of a visualization technique containing a high level of information, but with difficult interpretation.

Cannot find the paper you are looking for? You can Submit a new open access paper.