Deep Proximal Unrolling : Algorithmic Framework, Convergence Analysis and Applications

Deep learning models have gained great success in many real-world applications. However, most existing networks are typically designed in heuristic manners, thus these approaches lack of rigorous mathematical derivations and clear interpretations. Several recent studies try to build deep models by u...

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Bibliographische Detailangaben

Veröffentlicht in:	IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. - 1992. - (2019) vom: 02. Mai
1. Verfasser:	Liu, Risheng (VerfasserIn)
Weitere Verfasser:	Cheng, Shichao, Ma, Long, Fan, Xin, Luo, Zhongxuan
Format:	Online-Aufsatz
Sprache:	English
Veröffentlicht:	2019
Zugriff auf das übergeordnete Werk:	IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Schlagworte:	Journal Article