Publications

Interpretable Image Classification through an Argumentative Dialog between Encoders

Dao Thauvin, Stéphane Herbin, Wassila Ouerdane, Céline Hudelot

How to Efficiently Adapt Foundation Models to Remote Sensing for Object Detection?

Clément Barbier, Baptiste Abeloos, Stéphane Herbin

Continual Learning in Remote Sensing : Leveraging Foundation Models and Generative Classifiers to Mitigate Forgetting

Marie-Ange Boum, Stéphane Herbin, Pierre Fournier, Pierre Lassalle

Thinking the Certification Process of Embedded ML-based Aeronautical Components Using AIDGE, a French Open and Sovereign AI Platform

Filipo Studzinski Perotto, Anthony Fernandes Pires, Jean-Loup Farges, Youcef Bouchebaba, Mohammed Belcaid, Eric Bonnafous, Claire Pagetti, Frédéric Boniol, Xavier Pucel, Adrien Chan-Hon-Tong, Stéphane Herbin, Mario Cassaro, Sofiane Kraiem

Optimal Transport Based Adversarial Patch to Leverage Large Scale Attack Transferability

Pol Labarbarie, Adrien Chan-Hon-Tong, Stéphane Herbin, Milad Leyli-Abadi

Efficient Exploration of Image Classifier Failures with Bayesian Optimization and Text-to-Image Models

Adrien Le Coz, Houssem Ouertatani, Stéphane Herbin, Faouzi Adjed

Trusting Machine-Learning Applications in Aeronautics

Karim Benmeziane, Patrick Fabiani, Stéphane Herbin, Jérôme Lacaille, Emmanuel Ledinot

Knowledge Informed Sequential Scene Graph Verification Using VQA

Dao Thauvin, Stéphane Herbin

Explaining an Image Classifier with a Generative Model Conditioned by Uncertainty

Adrien Le Coz, Stéphane Herbin, Faouzi Adjed

Leveraging Generative Models to Characterize the Failure Conditions of Image Classifiers

Adrien Le Coz, Stéphane Herbin, Faouzi Adjed

Explaining Object Detectors: The Case of Transformer Architectures

Baptiste Abeloos, Stéphane Herbin

Benchmarking and Deeper Analysis of Adversarial Patch Attack on Object Detectors

Pol Labarbarie, Adrien Chan-Hon-Tong, Stéphane Herbin, Milad Leyli-Abadi

Semi-Supervised Class Incremental Learning

Alexis Lechat, Stéphane Herbin, Frédéric Jurie

Pseudo-Labeling for Class Incremental Learning

Alexis Lechat, Stéphane Herbin, Frédéric Jurie

Towards Autonomous PErceptual Systems

Stéphane Herbin

Challenges in the Certification of Computer Vision-Based Systems for Civil Aeronautics

F. Boniol, A. Chan-Hon-Tong, A. Eudes, S. Herbin, G. Le Besnerais, C. Pagetti, M. Sanfourche

Artificial Intelligence and Decision Making

Stéphane Herbin, Jean-Loup Farges

Method for Detecting Cells Having at Least One Anomaly in a Cytological Sample

Zehira HADDAD, Stéphane Herbin, Adrien Chan-Hon-Tong

Adaptation Du Problème de Questions-Réponses Visuelles à Un Contexte d'apprentissage Continu

Alexis Lechat, Stéphane Herbin, Frédéric Jurie

Zero-Shot Classification by Generating Artificial Visual Features

Maxime Bucher, Stéphane Herbin, Frédéric Jurie

Semantic Bottleneck for Computer Vision Tasks

Maxime Bucher, Stéphane Herbin, Frédéric Jurie

On-Line Fusion of Trackers for Single-Object Tracking

Isabelle Leang, Stéphane Herbin, Benoît Girard, Jacques Droulez

Practical Scheduling of Computer Vision Functions

Adrien Chan-Hon-Tong, Stéphane Herbin

Generating Visual Representations for Zero-Shot Classification

Maxime Bucher, Stéphane Herbin, Frédéric Jurie

Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest--Part A: 2-D Contest

M. Campos-Taberner, A. Romero-Soriano, C. Gatta, G. Camps-Valls, A. Lagrange, B. Le Saux, A. Beaupère, A. Boulch, A. Chan-Hon-Tong, S. Herbin, H. Randrianarivo, M. Ferecatu, M. Shimoni, G. Moser, D. Tuia

Improving Semantic Embedding Consistency by Metric Learning for Zero-Shot Classiffication

Maxime Bucher, Stéphane Herbin, Frédéric Jurie

Hard Negative Mining for Metric Learning Based Zero-Shot Classification

Maxime Bucher, Stéphane Herbin, Frédéric Jurie

Tracking Based Sparse Box Proposal for Time Constraint Detection in Video Stream

Adrien Chan-Hon-Tong, Stéphane Herbin

Robust Fusion of Trackers Using Online Drift Prediction

Isabelle Leang, Stéphane Herbin, Benoît Girard, Jacques Droulez

Exemplar Based Metric Learning for Robust Visual Localization

Cedric Le Barz, Nicolas Thome, Matthieu Cord, Stéphane Herbin, Martial Sanfourche

Benchmarking Classification of Earth-Observation Data: From Learning Explicit Features to Convolutional Networks

Adrien Lagrange, Bertrand Le Saux, Anne Beaupere, Alexandre Boulch, Adrien Chan-Hon-Tong, Stéphane Herbin, Hicham Randrianarivo, Marin Ferecatu

Absolute Geo-Localization Thanks to Hidden Markov Model and Exemplar-Based Metric Learning

Cedric Le Barz, Nicolas Thome, Matthieu Cord, Stéphane Herbin, Martial Sanfourche

Global Robot Ego-localization Combining Image Retrieval and HMM-based Filtering

Cedric Le Barz, Nicolas Thome, Matthieu Cord, Stéphane Herbin, Martial Sanfourche

Fine-Grained Recognition by Sequential Hypothesis Rejection and Foveated Vision on Parts

Stéphane Herbin

Vehicle Recognition in Video Surveillance

Stéphane Herbin

Robust Abandoned Object Detection Integrating Wide Area Visual Surveillance and Social Context

James M. Ferryman, David C. Hogg, Jan Sochman, Ardhendu Behera, José A. Rodríguez-Serrano, Simon F. Worgan, Longzhen Li, Valerie Leung, Murray Evans, Philippe Cornic, Stéphane Herbin, Stefan Schlenger, Michael Dose

Semantic Hierarchies for Image Annotation: A Survey

Anne-Marie Tousch, Stéphane Herbin, Jean-Yves Audibert

Scene Understanding from Aerospace Sensors: What Can Be Expected?

S. Herbin, F. Champagnat, J. Israel, F. Janez, B. Le Saux, V. Leung, A. Michel

Multimodalités et Ontologies

J. Besombes, M. Campedel, V. Dragos, S. Herbin, O. Poirel, A.-M. Tousch

Flexible Tracklet Association for Complex Scenarios Using a Markov Logic Network

Valerie Leung, Stéphane Herbin

Context-Driven Moving Object Detection in Aerial Scenes with User Input

Christophe Guilmart, Stéphane Herbin, Patrick Pérez

Adaptive Planification in Active 3D Object Recognition for Many Classes of Objects

Joseph Defretin, Stéphane Herbin, Guy Le Besnerais, Nicolas Vayatis

ROBIN: A Platform for Evaluating, Automatic Target Recognition Algorithms., Part 1: Overview of the Project and Presentation of the SAGEM DS Competition

Daniel Duclos, Jacques Lonnoy, Quentin Guillerm, Frédéric Jurie, Stéphane Herbin, Emmanuel D’angelo

ROBIN: A Platform for Evaluating Automatic Target Recognition Algorithms. Part 2: Protocols Used for Evaluating Algorithms and Results Obtained on the SAGEM DS Database

Daniel Duclos, Jacques Lonnoy, Quentin Guillerm, Frédéric Jurie, Stéphane Herbin, Emmanuel D’angelo

Semantic Lattices for Multiple Annotation of Images

Anne-Marie Tousch, Stéphane Herbin, Jean-Yves Audibert

Extrapolation d'aspect Pour l'acquisition de Cibles Sur Séquences Aériennes

J. Guinet, S. Herbin, G. Le Besnerais, S. Philipp-Foliguet

Using Hidden Scale for Salient Object Detection

B. Chalmond, B. Francesconi, S. Herbin

Robust Multihypothesis Discrimination of Controlled I.I.D. Processes

Stéphane Herbin

Active Sampling Strategies for Multihyposthesis Testing

Stéphane Herbin

Similarity Measures Between Feature Maps - Application to Texture Comparison

S. Herbin

Combining Geometric and Probabilistic Structure for Active Recognition of 3D Objects

Stéphane Herbin

Graphes d'aspects Probabilisés

Stéphane Herbin

Elements Pour La Formalisation d'une Reconnaissance Active. Application a La Vision Tri-Dimensionnelle

Stéphane Herbin

Recognizing 3D Objects by Generating Random Actions

Stéphane Herbin

Neural Network Classification of Quark and Gluon Jets

M. A. Graham, L. M. Jones, S. Herbin

Graph Matching by Self-organizing Feature Maps

Stéphane Herbin

Representation and Formation of a Structure of Concepts -- a Graph Theory and Neural Network Approach

Stéphane Herbin