Marie-Caroline Corbineau

I am a Ph.D. student in Mathematics and Computer Science at Centre de Vision Numérique, CentraleSupélec, Université Paris-Saclay, France, working under Prof. Jean-Christophe Pesquet and Prof. Emilie Chouzenoux. My interests include applied mathematics, optimization algorithms, optimization-based neural networks, machine learning, image processing and applications related to aerospace engineering, in particular space science and Earth observation. More details about my background can be found in my resume [CV].

Links

Github
LinkedIn

Journal Preprints

2019 Preconditioned P-ULA for joint deconvolution-segmentation of ultrasound images , Marie-Caroline Corbineau, Denis Kouamé, Emilie Chouzenoux, Jean-Yves Tourneret, Jean-Christophe Pesquet (2019). [arXiv] [HAL]
2018 Deep unfolding of a proximal interior point method for image restoration, Carla Bertocchi, Emilie Chouzenoux, Marie-Caroline Corbineau, Jean-Christophe Pesquet, Marco Prato (2018). [arXiv][HAL]

Conference Proceedings

2018 Geometry-texture decomposition/reconstruction using a proximal interior point algorithm , Marie-Caroline Corbineau, Emilie Chouzenoux, Jean-Christophe Pesquet. In Proceedings of the 10th IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM). Sheffield, UK, July 2018, pp.435–439. [HAL] [Proceedings] [code]
2018 PIPA : a new proximal interior point algorithm for large-scale convex optimization” , Marie-Caroline Corbineau, Emilie Chouzenoux, Jean-Christophe Pesquet. In Proceedings of the 43rd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Calgary, Canada, April 2018, pp.1343–1347. [HAL] [Proceedings] [code]

Teaching Assistantships

2019 Foundations of Distributed and Large Scale Computing Optimization, for third year and master students at CentraleSupélec, Université Paris-Saclay, France (TA, 11h). [course]
2018 Advanced Optimization, for second year students at CentraleSupélec, Université Paris-Saclay, France (TA, 17h). [course]
Foundations of Distributed and Large Scale Computing Optimization, for third year and master students at CentraleSupélec, Université Paris-Saclay, France (TA, 11h). [course]
2017 Advanced Optimization, for second year students at CentraleSupélec, Université Paris-Saclay, France (TA, 15h). [course]
Foundations of Distributed and Large Scale Computing Optimization, for third year and master students at CentraleSupélec, Université Paris-Saclay, France (TA, 9h). [course]
2016 Advanced Optimization, for second year students at CentraleSupélec, Université Paris-Saclay, France (TA, 15h). [course]
2015 Orbital Mechanics, for undergraduate and graduate students at University of Illinois at Urbana-Champaign (UIUC), IL, USA (TA).