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Recent Advances in Image and Video Coding || Approach to Super-Resolution Through the Concept of Multicamera Imaging

DOI:10.5772/65442 出版年份:2016 更新时间:2025-09-23 15:19:57
摘要: Super-resolution consists of processing an image or a set of images in order to enhance the resolution of a video sequence or a single frame. There are several methods to apply super-resolution, from which fusion super-resolution techniques are considered to be the most adequate for real-time implementations. In fusion, super-resolution and high-resolution images are constructed from several observed low-resolution images, thereby increasing the high-frequency components and removing the degradations caused by the recording process of low-resolution imaging acquisition devices. Moreover, the proposed imaging system considered in this work is based on capturing various frames from several sensors, which are attached to one another by a P × Q array. This framework is known as a multicamera system. This chapter summarizes the research conducted to apply fusion super-resolution techniques to select the most adequate frames and macroblocks together with a multicamera array. This approach optimizes the temporal and spatial correlations in the frames and reduces as a consequence the appearance of annoying artifacts, enhancing the quality of the processed high-resolution sequence and minimizing the execution time.
作者: Eduardo Quevedo,Gustavo Marrero,Félix Tobajas
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To enhance the resolution of a video sequence or a single frame by processing an image or a set of images using fusion super-resolution techniques applied to a multicamera system.

The study presents a novel image enhancement super-resolution technique integrated with a multicamera system to take advantage from the spatial and temporal correlations between the recorded sequences. Three different methods have been proposed: temporal-spatial super-resolution, spatial-temporal super-resolution, and mixed super-resolution. The mixed super-resolution method with Full-Frame preprocessing outperforms the other methods.

The implementation in multicamera systems of super-resolution algorithms for real-time performance, the real-time self-reconfiguration of cameras in a camera array, the issue of super-resolution of color images, and the concept of learning-based super-resolution for multicamera applications are not fully addressed.

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