Research Interest
My interests lie in computer vision, image and signal processing and their application to optical and biomedical problems. In particular I have a strong mathematical background in optimization, image reconstruction, Bayesian inverse problems, and Deep-learning.
Publications
Journal Papers
B. Pialot, C. Lachambre, A. Lorente Mur, L. Augeul, L. Petrusca, A. Basarab and F. Varray, "Adaptive noise reduction for power Doppler imaging using SVD filtering in the channel domain and coherence weighting of pixels", Phys. Med. Biol. 68 025001 https://doi.org/10.1088/1361-6560/acac5d
A. Lorente Mur, F. Peyrin and N. Ducros, "Deep Expectation-Maximization for Single-Pixel Image Reconstruction With Signal-Dependent Noise," in IEEE Transactions on Computational Imaging, vol. 8, pp. 759-769, 2022, https://doi.org/10.1109/TCI.2022.3200841
V. Pronina, A. Lorente Mur, J. F. P. J. Abascal, F. Peyrin, D. V. Dylov, and N. Ducros, "3D denoised completion network for deep single-pixel reconstruction of hyperspectral images," Opt. Express 29, 39559-39573 (2021), https://doi.org/10.1364/OE.443134
A. Lorente Mur, P. Leclerc, F. Peyrin, and N. Ducros, "Single-pixel image reconstruction from experimental data using neural networks," Opt. Express 29, 17097-17110 (2021) , https://doi.org/10.1364/OE.424228
Conference in proceedings
A. Lorente Mur, P. Bataille, F. Peyrin and N. Ducros, "Deep Expectation-Maximization For Image Reconstruction From Under-Sampled Poisson Data," 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), Nice, France, 2021, pp. 1535-1539, https://doi.org/10.1109/ISBI48211.2021.9433805.
A. Lorente Mur, B. Montcel, F. Peyrin, and N. Ducros "Deep neural networks for single-pixel compressive video reconstruction", Proc. SPIE 11351, Unconventional Optical Imaging II, 113510S (15 April 2020); https://doi.org/10.1117/12.2553326
A. Lorente Mur, F. Peyrin and N. Ducros, "Recurrent Neural Networks for Compressive Video Reconstruction," 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI), Iowa City, IA, USA, 2020, pp. 1651-1654, doi: 10.1109/ISBI45749.2020.9098327.
N. Ducros, A. Lorente Mur and F. Peyrin, "A Completion Network for Reconstruction from Compressed Acquisition," 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI), Iowa City, IA, USA, 2020, pp. 619-623, doi: 10.1109/ISBI45749.2020.9098390.
A. Lorente Mur, M. Ochoa, J. E. Cohen, X. Intes, and Nicolas Ducros "Handling negative patterns for fast single-pixel lifetime imaging", Proc. SPIE 10862, Molecular-Guided Surgery: Molecules, Devices, and Applications V, 108620A (7 March 2019); https://doi.org/10.1117/12.2511123
Software
Spyrit (v.0.0.0-v.2.0.0) - single-pixel image reconstruction toolbox - https://pypi.org/project/spyrit/