Dobigeon, Nicolas
- Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse\n Regression-Based Approaches
2012/02/28 by José M. Bioucas‐Dias, Antonio Plaza, Bioucas-Dias, José M. +11 · 20 citations
Chemistry · Computer Science · Engineering · #Applications (stat.AP) #Data Analysis #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Geochemistry and Geologic Mapping #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Remote-Sensing Image Classification #Spectroscopy and Chemometric Analyses #Statistics and Probability (physics.data-an)
- Hyperspectral pansharpening: a review
2015/04/17 by Loncan, Laetitia, Almeida, Luis B., Bioucas-Dias, José M. +12 · 6 citations
#Applications (stat.AP) #Computer Vision and Pattern Recognition (cs.CV) #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Statistics and Probability (physics.data-an)
- Plug-and-Play split Gibbs sampler: embedding deep generative priors in Bayesian inference
2023/04/21 by Florentin Coeurdoux, Nicolas Dobigeon, Coeurdoux, Florentin +3 · 9 citations
Computer Science · #Bayesian Methods and Mixture Models #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing
- Bayesian Fusion of Multi-Band Images
2013/07/23 by Wei, Qi, Dobigeon, Nicolas, Tourneret, Jean-Yves · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Methodology (stat.ME) #Statistics and Probability (physics.data-an)
- Fast Single Image Super-Resolution
2015/10/01 by Zhao, Ningning, Wei, Qi, Basarab, Adrian +3 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- A Hierarchical Bayesian Model Accounting for Endmember Variability and Abrupt Spectral Changes to Unmix Multitemporal Hyperspectral Images
2016/09/25 by Thouvenin, Pierre-Antoine, Dobigeon, Nicolas, Tourneret, Jean-Yves · 1 citation
#Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Methodology (stat.ME) #Statistics and Probability (physics.data-an)
- Regularization by denoising: Bayesian model and Langevin-within-split Gibbs sampling
2024/02/19 by Faye, Elhadji C., Fall, Mame Diarra, Dobigeon, Nicolas · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Normalizing flow sampling with Langevin dynamics in the latent space
2023/05/20 by Florentin Coeurdoux, Coeurdoux, Florentin, Nicolas Dobigeon +3 · 2 citations
Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare
- CD-GAN: a robust fusion-based generative adversarial network for unsupervised remote sensing change detection with heterogeneous sensors
2022/03/02 by Jin-Ju Wang, Nicolas Dobigeon, Wang, Jin-Ju +7 · 1 citation
Engineering · Biochemistry, Genetics and Molecular Biology · #Remote-Sensing Image Classification #Spectroscopy Techniques in Biomedical and Chemical Research #Infrared Target Detection Methodologies
- Factor analysis of dynamic PET images: beyond Gaussian noise
2018/07/30 by Cavalcanti, Yanna Cruz, Oberlin, Thomas, Dobigeon, Nicolas +4 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #Data Analysis #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Machine Learning (stat.ML) #Statistics and Probability (physics.data-an) #electronic engineering #information engineering
- AE-RED: A Hyperspectral Unmixing Framework Powered by Deep Autoencoder and Regularization by Denoising
2023/07/01 by Min Zhao, Jie Chen, Zhao, Min +3 · 1 citation
Computer Science · Earth and Planetary Sciences · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Signal Denoising Methods #Image and Video Processing (eess.IV) #Remote Sensing and Land Use #Remote-Sensing Image Classification #electronic engineering #information engineering