30 citations
- Laboratoire d'Informatique Gaspard-MongeFR4 papers
- École Pour l'Informatique et les Techniques AvancéesFR2 papers
- Laboratoire d'Informatique, de Robotique et de Microélectronique de MontpellierFR2 papers
- Université Libre de BruxellesBE2 papers
- University of MonsBE2 papers
- Direction Générale Déléguée aux RessourcesFR1 paper
- GIPSA-LabFR1 paper
- Graz University of TechnologyAT1 paper
- Health Decisions (United States)US1 paper
- IMT AtlantiqueFR1 paper
- Institut de Recherche en Informatique et Systèmes AléatoiresFR1 paper
- Institut national de recherche en sciences et technologies du numériqueFR1 paper
9 papers
Found in Translation: semantic approaches for enhancing AI interpretability in face verification
Miriam Doh, Caroline Mazini Rodrigues, N. Boutry +3
The increasing complexity of machine learning models in computer vision, particularly in face verification, requires the development of explainable artificial intelligence (XAI) to…
Bridging Human Concepts and Computer Vision for Explainable Face Verification
Miriam Doh, Caroline Mazini Rodrigues, Nicolas Boutry +3
With Artificial Intelligence (AI) influencing the decision-making process of sensitive applications such as Face Verification, it is fundamental to ensure the transparency, fairnes…
Unsupervised discovery of Interpretable Visual Concepts
Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman
Providing interpretability of deep-learning models to non-experts, while fundamental for a responsible real-world usage, is challenging. Attribution maps from xAI techniques, such…
Leveraging Neural Koopman Operators to Learn Continuous Representations of Dynamical Systems from Scarce Data
Anthony Frion, Lucas Drumetz, Mauro Dalla Mura +2
Over the last few years, several works have proposed deep learning architectures to learn dynamical systems from observation data with no or little knowledge of the underlying phys…
A Benchmark of Nested Named Entity Recognition Approaches in Historical Structured Documents
Solenn Tual, Nathalie Abadie, J Chazalon +2
Named Entity Recognition (NER) is a key step in the creation of structured data from digitised historical documents. Traditional NER approaches deal with flat named entities, where…
Some equivalence relation between persistent homology and morphological dynamics
Nicolas Boutry, Laurent Najman, Thierry Géraud
In Mathematical Morphology (MM), connected filters based on dynamics are used to filter the extrema of an image. Similarly, persistence is a concept coming from Persistent Homology…