{"_id":"18272","quality_controlled":"1","day":"13","doi":"10.1109/icassp.2018.8462136","date_published":"2018-09-13T00:00:00Z","publication_status":"published","publication_identifier":{"eisbn":["9781538646588"],"eissn":["2379-190X"]},"author":[{"full_name":"Giryes, Raja","last_name":"Giryes","first_name":"Raja"},{"full_name":"Eldar, Yonina C.","last_name":"Eldar","first_name":"Yonina C."},{"first_name":"Alexander","last_name":"Bronstein","full_name":"Bronstein, Alexander","orcid":"0000-0001-9699-8730","id":"58f3726e-7cba-11ef-ad8b-e6e8cb3904e6"},{"first_name":"Guillermo","full_name":"Sapiro, Guillermo","last_name":"Sapiro"}],"date_created":"2024-10-09T07:43:07Z","article_number":"8462136","article_processing_charge":"No","status":"public","oa_version":"None","year":"2018","extern":"1","month":"09","user_id":"3E5EF7F0-F248-11E8-B48F-1D18A9856A87","language":[{"iso":"eng"}],"citation":{"ama":"Giryes R, Eldar YC, Bronstein AM, Sapiro G. The learned inexact project gradient descent algorithm. In: <i>2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>. IEEE; 2018. doi:<a href=\"https://doi.org/10.1109/icassp.2018.8462136\">10.1109/icassp.2018.8462136</a>","ista":"Giryes R, Eldar YC, Bronstein AM, Sapiro G. 2018. The learned inexact project gradient descent algorithm. 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE International Conference on Acoustics, Speech, and Signal Processing, 8462136.","mla":"Giryes, Raja, et al. “The Learned Inexact Project Gradient Descent Algorithm.” <i>2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>, 8462136, IEEE, 2018, doi:<a href=\"https://doi.org/10.1109/icassp.2018.8462136\">10.1109/icassp.2018.8462136</a>.","chicago":"Giryes, Raja, Yonina C. Eldar, Alex M. Bronstein, and Guillermo Sapiro. “The Learned Inexact Project Gradient Descent Algorithm.” In <i>2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>. IEEE, 2018. <a href=\"https://doi.org/10.1109/icassp.2018.8462136\">https://doi.org/10.1109/icassp.2018.8462136</a>.","ieee":"R. Giryes, Y. C. Eldar, A. M. Bronstein, and G. Sapiro, “The learned inexact project gradient descent algorithm,” in <i>2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>, Calgary, AB, Canada, 2018.","apa":"Giryes, R., Eldar, Y. C., Bronstein, A. M., &#38; Sapiro, G. (2018). The learned inexact project gradient descent algorithm. In <i>2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>. Calgary, AB, Canada: IEEE. <a href=\"https://doi.org/10.1109/icassp.2018.8462136\">https://doi.org/10.1109/icassp.2018.8462136</a>","short":"R. Giryes, Y.C. Eldar, A.M. Bronstein, G. Sapiro, in:, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE, 2018."},"abstract":[{"lang":"eng","text":"Accelerating iterative algorithms for solving inverse problems using neural networks have become a very popular strategy in the recent years. In this work, we propose a theoretical analysis that may provide an explanation for its success. Our theory relies on the usage of inexact projections with the projected gradient descent (PGD) method. It is demonstrated in various problems including image super-resolution."}],"type":"conference","title":"The learned inexact project gradient descent algorithm","conference":{"name":"IEEE International Conference on Acoustics, Speech, and Signal Processing","end_date":"2018-04-20","location":"Calgary, AB, Canada","start_date":"2018-04-15"},"publisher":"IEEE","publication":"2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","date_updated":"2024-12-05T14:33:48Z"}