Bertrand Le Saux
Orcid: 0000-0001-7162-6746Affiliations:
- European Space Agency, Rome, Italy
According to our database1,
Bertrand Le Saux
authored at least 120 papers
between 2002 and 2024.
Collaborative distances:
Collaborative distances:
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Online presence:
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on orcid.org
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on github.com
On csauthors.net:
Bibliography
2024
A Single-Step Multiclass SVM Based on Quantum Annealing for Remote Sensing Data Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024
Neural Plasticity-Inspired Foundation Model for Observing the Earth Crossing Modalities.
CoRR, 2024
2023
A Semi-Supervised Deep Learning Framework for Change Detection in Open-Pit Mines Using SAR Imagery.
Remote. Sens., December, 2023
Quantum Mach. Intell., December, 2023
Detection of Forest Fires through Deep Unsupervised Learning Modeling of Sentinel-1 Time Series.
ISPRS Int. J. Geo Inf., August, 2023
Mach. Learn., June, 2023
Detecting Clouds in Multispectral Satellite Images Using Quantum-Kernel Support Vector Machines.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023
The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation.
CoRR, 2023
CoRR, 2023
CoRR, 2023
Diffusion Models for Earth Observation Use-cases: from cloud removal to urban change detection.
CoRR, 2023
CoRR, 2023
IceCloudNet: Cirrus and mixed-phase cloud prediction from SEVIRI input learned from sparse supervision.
CoRR, 2023
CoRR, 2023
Proceedings of the IEEE International Conference on Quantum Computing and Engineering, 2023
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Cloud Detection in Multispectral Satellite Images Using Support Vector Machines with Quantum Kernels.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Optimizing Kernel-Target Alignment for Cloud Detection in Multispectral Satellite Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Knowledge Distillation for Memory-Efficient On-Board Image Classification of Mars Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Proceedings of the 34th British Machine Vision Conference Workshop Proceedings, 2023
2022
Energy-Based Models in Earth Observation: From Generation to Semisupervised Learning.
IEEE Trans. Geosci. Remote. Sens., 2022
On Circuit-Based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022
DIAL: Deep Interactive and Active Learning for Semantic Segmentation in Remote Sensing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022
Deep Learning for Archaeological Object Detection on LiDAR: New Evaluation Measures and Insights.
Remote. Sens., 2022
Semi-supervised semantic segmentation in Earth Observation: the MiniFrance suite, dataset analysis and multi-task network study.
Mach. Learn., 2022
IEEE Geosci. Remote. Sens. Lett., 2022
Graph Neural Networks Extract High-Resolution Cultivated Land Maps From Sentinel-2 Image Series.
IEEE Geosci. Remote. Sens. Lett., 2022
Self-supervised learning - A way to minimize time and effort for precision agriculture?
CoRR, 2022
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022
Prompt-RSVQA: Prompting visual context to a language model for Remote Sensing Visual Question Answering.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022
2021
Large-Scale Semantic 3-D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest - Part B.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021
Large-Scale Semantic 3-D Reconstruction: Outcome of the 2019 IEEE GRSS Data Fusion Contest - Part A.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021
How to find a good image-text embedding for remote sensing visual question answering?
Proceedings of MACLEAN: MAChine Learning for EArth ObservatioN Workshop co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2021), 2021
Weather4cast at NeurIPS 2022: Super-Resolution Rain Movie Prediction under Spatio-temporal Shifts.
Proceedings of the NeurIPS 2022 Competition Track, 2021
Proceedings of the 17th International Conference on Machine Vision and Applications, 2021
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Classification and Generation of Earth Observation Images Using a Joint Energy-Based Model.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
2020
Dataset, December, 2020
2018 IEEE GRSS Data Fusion Challenge - Fusion of Multispectral LiDAR and Hyperspectral Data.
Dataset, December, 2020
Foreword to the Special Issue on Computer Vision-Based Approaches for Earth Observation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020
IEEE Geosci. Remote. Sens. Lett., 2020
CoRR, 2020
Proceedings of MACLEAN: MAChine Learning for EArth ObservatioN Workshop co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2020), 2020
Proceedings of MACLEAN: MAChine Learning for EArth ObservatioN Workshop co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2020), 2020
2019
Advanced Multi-Sensor Optical Remote Sensing for Urban Land Use and Land Cover Classification: Outcome of the 2018 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019
Comput. Vis. Image Underst., 2019
Comput. Vis. Image Underst., 2019
CoRR, 2019
CoRR, 2019
Proceedings of the Joint Urban Remote Sensing Event, 2019
Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019
Modèles d'Apprentissage Machine pour la Compréhension de Scènes. (Machine Learning Models for Scene Understanding).
, 2019
2018
Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018
Comput. Graph., 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Large-Scale Semantic Classification: Outcome of the First Year of Inria Aerial Image Labeling Benchmark.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Learning Speckle Suppression in Sar Images Without Ground Truth: Application to Sentinel-1 Time-Series.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018
Deep Depth from Defocus: How Can Defocus Blur Improve 3D Estimation Using Dense Neural Networks?
Proceedings of the Computer Vision - ECCV 2018 Workshops, 2018
2017
Multitemporal Very High Resolution From Space: Outcome of the 2016 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017
Segment-before-Detect: Vehicle Detection and Classification through Semantic Segmentation of Aerial Images.
Remote. Sens., 2017
CoRR, 2017
Fusion of Heterogeneous Data in Convolutional Networks for Urban Semantic Labeling (Invited Paper).
CoRR, 2017
Proceedings of the Joint Urban Remote Sensing Event, 2017
Proceedings of the Joint Urban Remote Sensing Event, 2017
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017
"Look at this one" detection sharing between modality-independent classifiers for robotic discovery of people.
Proceedings of the 2017 European Conference on Mobile Robots, 2017
Joint Learning from Earth Observation and OpenStreetMap Data to Get Faster Better Semantic Maps.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017
Proceedings of the 10th Eurographics Workshop on 3D Object Retrieval, 2017
Proceedings of the 10th Eurographics Workshop on 3D Object Retrieval, 2017
Proceedings of the 10th Eurographics Workshop on 3D Object Retrieval, 2017
Proceedings of the 10th Eurographics Workshop on 3D Object Retrieval, 2017
2016
Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest-Part A: 2-D Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
How useful is region-based classification of remote sensing images in a deep learning framework?
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep Networks.
Proceedings of the Computer Vision - ACCV 2016, 2016
2015
Proceedings of the Joint Urban Remote Sensing Event, 2015
Benchmarking classification of earth-observation data: From learning explicit features to convolutional networks.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
2014
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Proceedings of the 22nd International Conference on Pattern Recognition, 2014
2013
Proceedings of the 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2013
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
2012
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
2011
Robust vehicle categorization from aerial images by 3D-template matching and multiple classifier system.
Proceedings of the 7th International Symposium on Image and Signal Processing and Analysis, 2011
2008
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008
2006
Combining SVM and Graph Matching in a Bayesian Multiple Classifier System for Image Content Recognition.
Proceedings of the Structural, 2006
2005
Proceedings of the Pattern Recognition and Image Analysis, Second Iberian Conference, 2005
2004
Proceedings of the Storage and Retrieval Methods and Applications for Multimedia 2004, 2004
Proceedings of the 6th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2004
Proceedings of the International Conference on Computer Vision and Graphics, 2004
2003
Proceedings of the 12th IEEE International Conference on Fuzzy Systems, 2003
2002
Proceedings of the Recent Advances in Visual Information Systems, 2002
Proceedings of the 16th International Conference on Pattern Recognition, 2002