• MRI Imaging
• Medical Imaging
• Agriculture
• Electricity load times series forecasting
• Video Processing
• Financial data times series forecasting and filtering 
• Range Imaging

MRI Imaging:

• Z. Ramzi, P. Ciuciu and J.-L. Starck. “Benchmarking MRI reconstruction neural networks on large public datasets”, Applied Sciences, 10, 1816, 2020.  doi:10.3390/app10051816
• S. Farrens, A. Grigis, L. El Gueddari, Z. Ramzi, Chaithya G. R., S. Starck, B. Sarthou, H. Cherlaoui, P. Ciuciu and J.-L. Starck. “PySAP: Python Sparse Data Analysis Package for multidisciplinary image processing” (2020), to appear in Astronomy & Computing.(pdf)
• Z. Ramzi, P. Ciuciu and J.-L. Starck. “Benchmarking deep nets MRI reconstruction models on the FastMRI publicly available dataset” (2020). IEEE 17th International Symposium on Biomedical Imaging (ISBI 2020): Iowa City, IO, USA. (pdf)
• Z. Ramzi, P. Ciuciu and J.-L. Starck. “Benchmarking proximal methods acceleration enhancements for CS-acquired MR image analysis reconstruction” (2019). SPARS conference, Toulouse. (pdf)
• H. Cherkaoui, L. El Gueddari, C. Lazarus, A. Grigis, F. Poupon, A. Vignaud, S. Farrens, J.-L. Starck and P. Ciuciu.“Analysis vs synthesis-based regularization for combined compressed sensing and parallel MRI reconstruction at 7 Tesla” (2018). in 26th European Signal Processing Conference (EUSIPCO):36-40, Rome, Italy. (pdf)

Application in Medical Imaging and Bioimaging:

• J. Rapin, A. Souloumiac, J. Bobin, A. Larue, C. Junot, M.Ouethranic and J.-L. Starck, Application of Non-negative Matrix Factorization to LC/MS data,  Signal Processing, 123, pp 75-83, 2016.
• B. Zhang, J. M. Fadili, J.-L. Starck, and J.-C. Olivo-Marin, "Multiscale Variance-Stabilizing Transform for Mixed-Poisson-Gausian Processes and its Applications in Bioimaging", IEEE International Conference on Image Processing, 2007.
• F. Murtagh, M. Louys, J.-L. Starck, F. Bonnarel and M. Farid, "Compression of grayscale scientific and medical images - principles, environments, evaluation", IEE Electronics and Communication Engineering Journal, 1, 1, pp 111-127, 2002.
• M. Farid, F. Murtagh and J.L. Starck, "Computer display control and interaction using eye-gaze" , Journal of the Society for Information Display, Vol 10, No 3, pp 289-29, 2002.
• F. Murtagh, M. Louys, J.L. Starck and F. Bonnarel, "Compression of grayscale scientific and medical image data", CODATA Data Science Journal, 1, 111-127, 2002. Available at: "www.datasciencejournal.org" .

Application in Agriculture:

• M. Morehart, F. Murtagh and J.L. Starck, "Spatial representation of economic and financial measures used in agriculture via wavelet analysis", International Journal of Geographic Information Systems, 13, 557-576, 1999.

Application in Video Processing :

• G. Tzagkarakis, P. Charalampidis, G. Tsagkatakis, J.-L. Starck and P. Tsakalides, "Compressive Video Classification for Decision Systems with Limited Resources", in Proc. 29th Picture Coding Symposium (PCS '12), Krakow, Poland, May 7-9, 2012.
• G. Tzagkarakis, P. Charalampidis, G. Tsagkatakis, J.-L. Starck and P. Tsakalides, "Design of a Compressive Remote Imaging System Compensating a Highly Lightweight Encoding with a Refined Decoding Scheme,", in Proc. International Conference on Computer Vision Theory and Applications (VISAPP '12), Rome, Italy, Feb. 24-26, 2012.

Electricity load times series forecasting 

•  D. Benaouda, F. Murtagh, J.-L. Starck, , O. Renaud, (2006). Wavelet-based nonlinear multiscale decomposition model for electricity load forecasting. Neurocomputing, 70, 139 - 154. DOI :10.1016/j.neucom.2006.04.005.

Financial data times series forecasting and filtering 

• O. Renaud, J.-L. Starck and F. Murtagh, "Wavelet-based combined signal filtering and prediction", IEEE Transactions on Systems, Man and Cybernetics, 35, 6, pp 1241--1251, 2005.
• F. Murtagh, J.-L. Starck and O. Renaud, "On Neuro-Wavelet Modeling" , Decision Support Systems Journal, 37, 475-484, 2004.
• O. Renaud, J.L. Starck and F. Murtagh, "Prediction based on a Multiscale Decomposition", International Journal of Wavelets, Multiresolution and Information Processing (IJWMIP), Vol. 1, No. 2, 217-232, 2003.
• G. Zheng, J.L. Starck, J.G. Campbell and F. Murtagh, "Multiscale transforms for filtering financial data streams", Journal of Computational Intelligence in Finance, 7, 18-35, 1999. Paper available online.

Range Imaging:

• G. Tsagkatakis, A. Woiselle, G. Tzagkarakis, M. Bousquet, J. L. Starck, and P. Tsakalides, “Multireturn Compressed Gated Range Imaging,” Optical Engineering, special issue on Computational Approaches to Imaging LADAR, 031106, 2015. doi:10.1117/1.OE.54.3.031106.