Publications

Preprints

1. Kouni, Vicky and Panagakis, Yannis, "Generalization analysis of an unfolding network for analysis-based Compressed Sensing", In: arXiv preprint arXiv:2303.05582, 2023, submitted.

Journals

1. Kouni, Vicky and Panagakis, Yannis, "DECONET: an Unfolding Network for Analysis-based Compressed Sensing with Generalization Error Estimates", In: IEEE Transactions on Signal Processing, vol. 71, pp. 1938-1951, 2023, doi: 10.1109/TSP.2023.3272286. 

2. Kouni, Vicky and Rauhut, Holger and Theoharis, Theoharis, "Star DGT: a Robust Gabor Transform for Speech Denoising", In: Sampling Theory, Signal Processing, and Data Analysis, vol. 21, no. 14, 2023, doi: 10.1007/s43670-023-00053-x.

Conferences

1. Kouni, Vicky, "Deep unfolding for analysis Compressed Sensing: does redundancy affect the generalization ability?", In 8th International Conference on Computational Harmonic Analysis (ICCHA2022), 2022.

2. Kouni, Vicky and Paraskevopoulos, Georgios and Rauhut, Holger and Alexandropoulos, George C, "ADMM-DAD Net: A Deep Unfolding Network for Analysis Compressed Sensing", In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022, pp. 1506-1510, doi: 10.1109/ICASSP43922.2022.9747096.

3. Kouni, Vicky  and Rauhut, Holger, "Spark Deficient Gabor Frames for Inverse Problems", In: 2021 Online International Conference on Computational Harmonic Analysis (Online ICCHA).

4. Kouni, Vicky and Rauhut, Holger, "Spark Deficient Gabor Frame Provides a Novel Analysis Operator for Compressed Sensing", In: 2021 International Conference on Neural Information Processing (ICONIP), pp. 700-708. Springer, Cham, 2021, doi: 10.1007/978-3-030-92310-5_81.

For my Google Scholar and Semantic Scholar pages, see here and here, respectively.