International Conferences
2024
Seoyoung Oh, Mélanie Pelegrini-Issac, Hélène Urien, Véronique Marchand-Pauvert and Jérémie Sublime: Deep Neural Networks Comparison for MRI Segmentation of the Brainstem. In: ISBI'2024 [PDF].
Nan Ding, Florence Rossant, Hélène Urien, Jérémie Sublime, Paul Bastelica, Christophe Baudouin and Michel Paque: A complete method for the 3D reconstruction of axonal pathways from 2 orthogonal 3D OCT images of the lamina cribrosa. In: ICASSP 2024 [To appear].
Jade Guisiano, Domenico Barretta, Éric Moulines, Thomas Lauvaux and Jérémie Sublime: Object detection models sensitivity & robustness to satellite-based adversarial attacks. In: IGARSS 2024 [To appear].
2023
Jade Eva Guisiano, Éric Moulines, Thomas Lauvaux and Jérémie Sublime: Enhanced Oil and Gas Infrastructure Mapping: Leveraging High-Resolution Satellite Imagery through fine-tuning of pre-trained object detection models. In: ICONIP 2023. [PDF]
Jade Eva Guisiano, Thomas Lauvaux, Claudio Cifarelli, Éric Moulines and Jérémie Sublime : O&GProfile : An automated method for attribution of satellite methane emissions detections to oil and gas sites and operators. In: MLDM 2023. [PDF]
Nan Ding, Florence Rossant, Hélène Urien, Jérémie Sublime and Michel Paques: 3D Orthogonal SD-OCT Volumes Registration for the Enhancement of Pores in Lamina Cribrosa. In: IEEE ISBI 2023 [PDF]
2022
Nan Ding, Hélène Urien, Florence Rossant, Jérémie Sublime and Michel Paques: Context-aware Attention U-Net for the segmentation of pores in Lamina Cribrosa using partial points annotation. In: 21st IEEE International Conference on Machine Learning and Applications (IEEE ICMLA'22) [PDF]
2020
Denis Maurel, Sylvain Lefebvre and Jérémie Sublime: Deep Cooperative Reconstruction with Security Constraints in multi-view environments. In ICDMW, MSDM Workshop, 2020 [PDF][Code]
Guillaume Dupont, Ekaterina Kalinicheva, Jérémie Sublime, Florence Rossant and Michel Pâques: Unsupervised Change Detection using Joint Autoencoders for Age-Related Macular Degeneration Progression. ICANN (2) 2020: 813-824 . [PDF][Code]
Juan Zamora and Jérémie Sublime: A new Information theory based clustering fusion method for multi-view representations of text documents. In HCI (14) 2020: 156-167. [PDF][Code & Data]
2019
Ekaterina Kalinicheva, Jérémie Sublime, and Maria Trocan: Change Detection in Satellite Images Using Reconstruction Errors of Joint Autoencoders. ICANN (3) 2019: 637-648 - [PDF][Code]
Jérémie Sublime: Incremental Collaborative Clustering using Information Theory and Information Compression. In Fuzzy Systems and Data Mining (FSDM 2019) , Kitakyushu, Japan, 2019 - [PDF]
Ekaterina Kalinicheva , Jérémie Sublime and Maria Trocan: Object-Based Change Detection in Satellite Images Combined with Neural Network Autoencoder Feature Extraction. In: IEEE International Conference on Image Processing Theory, Tools and Applications IPTA 2019, Istanbul, Turkey, 2019 - [PDF]
2018
Pierre-Alexandre Murena, Jérémie Sublime, Basarab Matei and Antoine Cornuéjols: An Information Theory based Approach to Multisource Clustering. IJCAI-ECAI 2018:2581-2587, Stockholm, Sweden, 2018 - [PDF][Code]
Jérémie Sublime and Sylvain Lefebvre: Collaborative Clustering through Constrained Networks using Bandit Optimization. IEEE WCCI/IJCNN 2018:1-8, Rio de Janeiro, Brazil, 2018 - [PDF]
Jérémie Sublime, Denis Maurel, Nistor Grozavu, Basarab Matei and Younès Bennani: Optimizing exchange confidence during collaborative clustering. IEEE WCCI/IJCNN 2018: 2581-2587, Rio de Janeiro, Brazil, 2018 - [PDF]
2017
Jérémie Sublime, Basarab Matei, Pierre-Alexandre Murena: Analysis of the influence of diversity in collaborative and multi-view clustering. IJCNN 2017: 4126-4133 - [PDF]
Denis Maurel, Jérémie Sublime, Sylvain Lefebvre: Incremental Self-Organizing Maps for Collaborative Clustering. ICONIP 2017: Neural Information Processing pp 497-504, Tokyo, Japan, 2017 - [PDF]
2016
Jérémie Sublime, Antoine Cornuéjols, Younès Bennani: Collaborative-Based Multi-scale Clustering in Very High Resolution Satellite Images. ICONIP (3) 2016: 148-155 - [PDF]
2015
Jérémie Sublime, Nistor Grozavu, Younès Bennani, Antoine Cornuéjols: Collaborative clustering with heterogeneous algorithms. IJCNN 2015: 1-8 - [PDF][Code]
Jérémie Sublime, Andres Troya-Galvis, Younès Bennani, Antoine Cornuéjols, Pierre Gançarski: Semantic rich ICM algorithm for VHR satellite images segmentation. MVA 2015: 45-48 - [PDF][Poster]
Jérémie Sublime, Nistor Grozavu, Younès Bennani, Antoine Cornuéjols: Vertical collaborative clustering using generative topographic maps. SoCPaR 2015: 199-204 - [PDF]
2014
Jérémie Sublime, Antoine Cornuéjols, Younès Bennani: A New Energy Model for the Hidden Markov Random Fields. ICONIP (2) 2014: 60-67 - [PDF]
Books & Chapters
2022
Pierre-Alexandre Murena, Jérémie Sublime, and Basarab Matei: Rethinking Collaborative Clustering: A Practical and Theoretical Study within the Realm of Multi-View Clustering. Witold Pedrycz and Shyi-Ming Chen: "Recent Advancements in Multi-View Data Analytics", In: Studies in Big Data Series, Vol. 106, Springer-Verlag, 2022. [PDF]
Datasets
VHR Strasbourg dataset [Download]
Battalia dataset [Download V3][Download V4]
MV2 dataset [Download]
MISC
International Journals
2024
Jérémie Sublime: The AI Race: Why Current Neural Network based Architectures are a Poor Basis for Artificial General Intelligence. In: Journal of Artificial Intelligence Research, Volume 79:41-67 [PDF].
2023
Juan Zamora and Jérémie Sublime: An Ensemble and Multi-view Clustering method Based on Kolmogorov Complexity.In: MDPI Entropy, 25(2):371, 2023. [PDF]
2022
Ana Flavia Dos Reis, Yahia Medjahdi, Bruno Sens Chang, Jérémie Sublime, Glauber Brant and Carlos Faouzi Bader: Low Complex LSTM-NN-based Receiver for Vehicular Communications in the Presence of High-Power Amplifier Distorsions. In: IEEE Access, volume 10, p121985-122000, 11/2022. [PDF]
2021
Clément Royer, Jérémie Sublime, Florence Rossant and Michel Paques: Unsupervised approaches for the segmentation of dry ARMD lesions in eye fundus cSLO images. In: J. Imaging 7(8): 143, 2021. [PDF][Code]
Jérémie Sublime: The 2011 Tohoku Tsunami from the Sky: A review on the evolution of Artificial Intelligence Methods for Damage Assessment. In: Geosciences 11(3): 133, 2021. [PDF]
2020
Guillaume Dupont, Ekaterina Kalinicheva, Jérémie Sublime, Florence Rossant and Michel Pâques: Analyzing Age-Related Macular Degeneration Progression in Patients with Geographic Atrophy Using Joint Autoencoders for Unsupervised Change Detection. In: J. Imaging 6(7): 57, 2020. [PDF][Code]
Ekaterina Kalinicheva, Jérémie Sublime and Maria Trocan: Unsupervised Satellite Image Time Series Clustering Using Object-Based Approaches and 3D Convolutional Autoencoder. Remote Sensing Remote Sensing 12(11): 1816, 2020. [PDF][Code]
Ekaterina Kalinicheva, Dino Ienco, Jérémie Sublime and Maria Trocan: Unsupervised Change Detection Analysis in Satellite Image Time Series using Deep Learning Combined with Graph-Based Approaches. In IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13: 1450-1466 , 2020 [PDF][Code]
2019
Jérémie Sublime, Guénaël Cabanes and Basarab Matei: Study on the Influence of Diversity and Quality in Entropy Based Collaborative Clustering. Entropy 21(10): 951 , 2019 - [PDF]
Jérémie Sublime and Ekaterina Kalinicheva: Automatic post-disaster damage mapping using Deep Learning Techniques for change detection : Case study of the Tohoku tsunami. Remote Sensing 11(9): 1123 (2019) - [PDF][Code]
2017
Jérémie Sublime, Basarab Matei, Guénaël Cabanes, Nistor Grozavu, Younès Bennani, Antoine Cornuéjols: Entropy based probabilistic collaborative clustering. Pattern Recognition 72: 144-157 (2017) - [PDF][Code]
Jérémie Sublime, Andrés Troya-Galvis, Anne Puissant: Multi-Scale Analysis of Very High Resolution Satellite Images Using Unsupervised Techniques. Remote Sensing 9(5): 495 (2017) - [PDF]
2015
Jérémie Sublime, Nistor Grozavu, Guénaël Cabanes, Younès Bennani, Antoine Cornuéjols: From horizontal to vertical collaborative clustering using generative topographic maps. Int. J. Hybrid Intell. Syst. 12(4): 245-256 (2015) - [PDF]
2013
Sonia Yassa, Jérémie Sublime, Rachid Chelouah, Hubert Kadima, GeunSik Jo, Bertrand Granado: A genetic algorithm for multi-objective optimisation in workflow scheduling with hard constraints. IJMHeur 2(4): 415-433 (2013) - [PDF]
Other Publications
Jade Eva Guisiano, Éric Moulines, Thomas Lauvaux and Jérémie Sublime: Artificial Intelligence for Methane Mitigation : Through an Automated Determination of Oil and Gas Methane Emissions Profiles. In: NeurIPS 2023, Workshop on Tackling Climate Change with Machine Learning: Blending New and Existing Knowledge Systems. [PDF]
Ana Flavia Dos Reis, Glauber Brante, Bruno Sens Changt, Yahia Medjahdi, Carlos Faouzi Bader and Jérémie Sublime: Ensemble Learning for LSTM-based Vehicle Channel Estimation Generalization. XLI Simpósio Brasileiro de Telecomunicações e Processamento de Sinais (SBrT 2023) . [PDF]
Nan Ding, Hélène Urien, Florence Rossant, Jérémie Sublime, Paul Bastelica and Michel Paques: Attention U-Net pour la Segmentation des Pores de la Lame Criblée. In GRETSI 2022, Nancy, France, September 2022 [PDF].
Jérémie Sublime: L'apprentissage non-supervisé et ses contradictions. In: 1024, Bulletin de la Société d'Informatique de France, pp 145-156, Avril 2022.
Ekaterina Kalinicheva , Jérémie Sublime and Maria Trocan: Analysis of Objects Evolution in Satellite Image Time Series Transformed with Neural Network Autoencoders. In ASPAI, Barcelona, Spain, 2019.
Denis Maurel, Jérémie Sublime, Sylvain Lefebvre: Cartes Auto-Organisatrices Incrémentales appliquées au Clustering Collaboratif. EGC 2018, St Denis, France, 2018.
Jérémie Sublime: Smart view selection in Multi-view Clustering. In SIS 2017 - Statistics and data Science, Firenze, Italia, 2017.
Pierre-Alexandre Murena, Jérémie Sublime, Basarab Matei, and Antoine Cornuéjols: Collaborative clustering based on Algorithmic Information Theory. In Conférence sur l'Apprentissage Automatique (CAp'17), Grenoble, France, 2017.
Jérémie Sublime, Nistor Grozavu, Guénaël Cabanes, Younès Bennani, and Antoine Cornuéjols: Collaborative learning using topographic maps, AAFD&SFC'16, Marrakech, Morocco, 2016.
Jérémie Sublime, Younès Bennani, and Antoine Cornuéjols: A Compactness-based Iterated Conditional Modes Algorithm For Very High Resolution Satellite Images Segmentation, Extraction et Gestion des Connaissances 2015 (EGC'15), Luxembourg, 2015.
Jérémie Sublime, Younès Bennani, and Antoine Cornuéjols: Un nouveau modèle d'énergie pour les champs aléatoires de Markov cachés, SFC'14, Société Francophone de Classification, at Rabat, Morocco, 2014.
Jérémie Sublime, Sonia Yassa, Geun-Sik Jo: A genetic algorithm with the concept of viral infections to solve hard constraints in workflow scheduling. In: Conference of the Korean Intelligent Information Society (KIIS'12), Seoul, 2012.
