Seven decades of image super-resolution: achievements, challenges, and opportunities

被引:1
作者
Maiseli, Baraka [1 ]
Abdalla, Abdi T. [1 ]
机构
[1] Univ Dar Es Salaam, Coll Informat & Commun Technol, Dept Elect & Telecommun Engn, Dar Es Salaam 16103, Tanzania
关键词
Image super-resolution; Inverse problem; Image processing; Image reconstruction; Image restoration; QUALITY ASSESSMENT; STRUCTURAL SIMILARITY; NUMERICAL SCHEMES; GRADIENT MAGNITUDE; SUPER RESOLUTION; PICTURE WORTH; RECONSTRUCTION; SAR; ENHANCEMENT; MICROSCOPY;
D O I
10.1186/s13634-024-01170-y
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Super-resolution imaging has, for more than seventy years, gradually evolved to produce advanced methods for enhancing the resolution of images beyond the diffraction limits. Notwithstanding its foreseeable practical capabilities, we noted that this technology has received undeserved attention. The present work provides an extensive review of super-resolution imaging since its first conception in 1952, contextualizing studies into four research directions: reviews, advances, applications, and hardware implementations. We have discussed achievements, challenges, and potential opportunities of super-resolution imaging to equip researchers, especially those in their early careers, with knowledge to further advance the technology. Our work may open interesting research avenues that may accelerate realization of the technology into commercial imaging devices.
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页数:21
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