Joris Guerin

Publications

Autre publication scientifique (1)

Graph neural networks for water level modelling in floodplains: application to the Severn floodplain with HydroGCN Fadil Boodoo,Carole Delenne,Franco Alberto Cardillo,Joris Guérin,Renaud Hostache 2026 Autre publication scientifique hal-05557957v1

Poster de conférence (3)

Large-scale streamflow regionalization in ungauged West African catchments: How do classical and deep learning approaches compare? Yves Tramblay,Serigne Bassirou Diop,Fadilath Kate,Issam Souassi,Bastien Dieppoiset al. EGU General Assembly 2026, May 2026, Vienna, Austria. 2026, ⟨10.5194/egusphere-egu26-1536⟩ Poster de conférence hal-05567994v1
Runtime Monitoring for Safety-Critical Vision-based Runway Detection Mathieu Dario,Florent Chenevier,Kevin Delmas,Joris Guérin,Jérémie Guiochet ANITI Days 2026 - Poster Session, Feb 2026, Toulouse, France Poster de conférence hal-05519080v1
Runtime Monitoring for AI-based Systems: An application to runway detection Mathieu Dario,Florent Chenevier,Kevin Delmas,Joris Guérin,Jérémie Guiochet GT IASIV -- Thematic Seminar Poster Session, Dec 2025, Gif-sur-Yvette, Supélec, Paris, France. 2025 Poster de conférence hal-05519067v1

Communication dans un congrès (19)

Modélisation des hauteurs d’eau dans les plaines d’inondation avec les GNN Fadil Boodoo,Carole Delenne,Franco Alberto Cardillo,Joris Guérin,Renaud Hostache Congrès Eau & Intelligence Artificielle 2026, Mar 2026, Grenoble, France Communication dans un congrès hal-05507025v1
Not every day is a sunny day: Synthetic cloud injection for deep land cover segmentation robustness evaluation across data sources Sara Mobsite,Renaud Hostache,Laure Berti Equille,Emmanuel Roux,Joris Guerin Workshop on Machine Learning for Earth Observation (MACLEAN), In Conjunction with ECML/PKDD 2025, Sep 2025, Porto (Portugal), Portugal. ⟨10.48550/ARXIV.2510.03006⟩ Communication dans un congrès hal-05529023v1
Leveraging Knowledge Graphs for Earth System Dataset Discovery Vincent Armant,Felipe Vargas-Rojas,Victoria Agazzi,Jean-Christophe Desconnets,Isabelle Mougenotet al. International Semantic Web Conference, Nov 2024, Baltimore, United States. pp.271-288, ⟨10.1007/978-3-031-77847-6_15⟩ Communication dans un congrès hal-04823866v1
Can we Defend Against the Unknown? An Empirical Study About Threshold Selection for Neural Network Monitoring Khoi Tran Dang,Kevin Delmas,Jérémie Guiochet,Joris Guérin Uncertainty in Artificial Intelligence (UAI), PMLR, Jul 2024, Barcelone, Spain Communication dans un congrès hal-04579393v1
Can Knowledge Graphs and Retrieval-Augmented Generation be combined to Explain Query/Answer Relationships Truthfully? Vincent Armant,Amira Mouakher,Felipe Vargas-Rojas,Danai Symeonidou,Joris Guérinet al. DAO-XAI 2024 Data meets Ontologies in Explainable AI co-located with the 27th European Conference on Artificial Intelligence (ECAI 2024), Roberto Confalonieri; Oliver Kutz; Diego Calvanese; Dagmar Gromann; Andreas Holzinger, Oct 2024, Santiago de Compostela, Spain. 7p Communication dans un congrès hal-04874325v1
SENA: Similarity-based Error-checking of Neural Activations Raul Sena Ferreira,Joris Guerin,Jeremie Guiochet,Hélène Waeselynck 27th European Conference on Artificial Intelligence - ECAI 2023, Sep 2023, Krakow, Poland Communication dans un congrès hal-04212952v1
Combining Two Adversarial Attacks Against Person Re-Identification Systems Eduardo Andrade,Igor Sampaio,Joris Guérin,José Viterbo 18th International Conference on Computer Vision Theory and Applications, Feb 2023, Lisbon, France. pp.437-444, ⟨10.5220/0011623800003417⟩ Communication dans un congrès hal-04381614v1
Out-Of-Distribution Detection Is Not All You Need Joris Guérin,Kevin Delmas,Raul Ferreira,Jérémie Guiochet The 37th AAAI conference on artificial intelligence (2023), Feb 2023, Washington DC, United States. pp.14829-14837, ⟨10.1609/aaai.v37i12.26732⟩ Communication dans un congrès hal-03870531v2
Benchmarking Person Re-Identification Datasets and Approaches for Practical Real-World Implementations Jose Huaman,Felix Sumari H.,Luigy Machaca,Esteban Clua,Joris Guérin 18th International Conference on Computer Vision Theory and Applications, Feb 2023, Lisbon, Portugal. pp.495-502, ⟨10.5220/0011633800003417⟩ Communication dans un congrès hal-04381636v1
Evaluation of Runtime Monitoring for UAV Emergency Landing Joris Guerin,Kevin Delmas,Jérémie Guiochet International Conference on Robotics and Automation (ICRA), May 2022, Philadelphie, United States Communication dans un congrès hal-03600856v1
TrADe Re-ID – Live Person Re-Identification using Tracking and Anomaly Detection Luigy Machaca,F. Oliver Sumari H.,Jose Huaman,Esteban Clua,Joris Guerin 2022 21st IEEE International Conference on Machine Learning and Applications (ICMLA), Dec 2022, Nassau, France. pp.449-454, ⟨10.1109/ICMLA55696.2022.00072⟩ Communication dans un congrès hal-04826818v1
Unifying Evaluation of Machine Learning Safety Monitors Joris Guérin,Raul Sena Ferreira,Kevin Delmas,Jérémie Guiochet 33rd IEEE International Symposium on Software Reliability Engineering (ISSRE 2022), Oct 2022, Charlotte, United States. ⟨10.1109/ISSRE55969.2022.00047⟩ Communication dans un congrès hal-03765273v1
SiMOOD: Evolutionary Testing Simulation with Out-Of-Distribution Images Raul Sena Ferreira,Joris Guérin,Jérémie Guiochet,Hélène Waeselynck 27th IEEE Pacific Rim International Symposium on Dependable Computing (PRDC 2022), Nov 2022, Beijing, China. ⟨10.1109/PRDC55274.2022.00021⟩ Communication dans un congrès hal-03779723v1
Optimisation conjointe du contenu sémantique et du temps d'exécution pour une tâche robotisée de saisie d'objet Frédéric Lerasle,Joris Guérin,Kimberley Gaume Reconnaissance des Formes, Images, Apprentissage et Perception (RFIAP), Jul 2022, Vannes (Bretagne), France Communication dans un congrès hal-04490461v1
A Novel Method for Object Detection using Deep Learning and CAD Models. Igor Garcia Ballhausen Sampaio,Luigy Machaca,Jose Viterbo,Joris Guérin 23rd International Conference on Enterprise Information Systems (ICEIS2021), Apr 2021, Online, Portugal Communication dans un congrès hal-03213496v1
Certifying Emergency Landing for Safe Urban UAV Joris Guérin,Kevin Delmas,Jérémie Guiochet 7th International Workshop on Safety and Security of Intelligent Vehicles (SSIV 2021) at IEEE/IFIP Intern. Conf. on Dependable Systems and Networks (DSN), Jun 2021, Taipei, Taiwan. ⟨10.1109/DSN-W52860.2021.00020⟩ Communication dans un congrès hal-03213534v1
Improving Image Clustering With Multiple Pretrained CNN Feature Extractors Joris Guérin,Byron Boots British Machine Vision Conference 2018, BMVC 2018, Sep 2018, Newcastle, United Kingdom Communication dans un congrès hal-03153633v1
Semantically Meaningful View Selection Joris Guérin,Olivier Gibaru,Eric Nyiri,Stephane Thieryl,Byron Boots 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Oct 2018, Madrid, France. pp.1061-1066, ⟨10.1109/IROS.2018.8593524⟩ Communication dans un congrès hal-05245277v1
CNN Features are also Great at Unsupervised Classification Joris Guérin,Olivier Gibaru,Stéphane Thiery,Eric Nyiri 8th International Conference on Computer Science, Engineering and Applications, Feb 2018, Melbourne, Australia. pp.83-95, ⟨10.5121/csit.2018.80308⟩ Communication dans un congrès hal-03153610v1

Article dans une revue (5)

Safety Monitoring of Machine Learning Perception Functions: a Survey Raul Sena Ferreira,Joris Guérin,Kevin Delmas,Jérémie Guiochet,Hélène Waeselynck Computational Intelligence, 2025, 41 (2), ⟨10.1111/coin.70032⟩ Article dans une revue hal-04830599v1
Are LSTM and conceptual rainfall-runoff models able to cope with limited training datasets under diverse hydrometeorological conditions? Fadil Boodoo,Renaud Hostache,Nadia Skifa,Joris Guerin,Carole Delenne Modeling Earth Systems and Environment, 2025, 11 (2), pp.128. ⟨10.1007/s40808-025-02316-z⟩ Article dans une revue hal-04965634v1
Addressing data imbalance in urban informal settlement mapping from earth observation using ensemble learning: A case study in Rio de Janeiro Thomas Hallopeau,Youssef Fouzai,Laurent Demagistri,Joris Guérin,Vanderlei Pascoal de Matoset al. Science of Remote Sensing, 2025, 12, pp.100273. ⟨10.1016/j.srs.2025.100273⟩ Article dans une revue hal-05337270v1
Adversarial attacks and defenses in person search: A systematic mapping study and taxonomy Eduardo de O. Andrade,Joris Guérin,José Viterbo,Igor Garcia Ballhausen Sampaio Image and Vision Computing, 2024, 148, 105096 [14 p.]. ⟨10.1016/j.imavis.2024.105096⟩ Article dans une revue hal-04826807v1
Improving robustness of industrial object detection by automatic generation of synthetic images from CAD models Igor Garcia Ballhausen Sampaio,José Viterbo,Joris Guerin Computational Intelligence, 2023, 39 (3), pp.415-432. ⟨10.1111/coin.12572⟩ Article dans une revue hal-04269812v1

Pré-publication, Document de travail (1)

VIBES - Vision Backbone Efficient Selection Joris Guerin,Shray Bansal,Amirreza Shaban,Paulo Mann,Harshvardhan Gazula 2024 Pré-publication, Document de travail hal-04826789v1

Article de blog scientifique (1)

A Quick Guide to Design Rigorous Machine Learning Experiments Joris Guérin 2023 Article de blog scientifique hal-04826798v1

Chapitre d'ouvrage (1)

Epidemiology Forecasting of COVID-19 Using AI—A Survey Igor Gadelha Pereira,Andouglas Gonçalves da Silva Junior,Dunfrey Pires Aragão,Emerson Vilar de Oliveira,Arthur Andrade Bezerraet al. Computational Intelligence for COVID-19 and Future Pandemics, Springer Singapore, pp.89-120, 2022, Disruptive Technologies and Digital Transformations for Society 5.0, 978-981-16-3782-7. ⟨10.1007/978-981-16-3783-4_5⟩ Chapitre d'ouvrage hal-04826834v1

Thèse (2)

Machine learning improvements for robotic applications in industrial context: Case study of autonomous sorting Joris Guérin Machine Learning [cs.LG]. École Nationale Supérieure d'Arts et Métiers, 2018. English. ⟨NNT : ⟩ Thèse tel-03096508v1
Méthodes d'apprentissage automatique pour des applications robotiques dans un contexte industriel : étude de cas du tri robotisé Joris Guerin Signal and Image processing. École Nationale Supérieure des Arts et Métiers, 2018. English. ⟨NNT : 2018ENAM0045⟩ Thèse tel-04351493v1