Rethinking Deinterlacing for Early Interlaced Videos
Rethinking Deinterlacing for Early Interlaced Videos
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DOI:
10.1109/tcsvt.2021.3112548
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发表时间:
2020-11
影响因子:
8.4
通讯作者:
Yang Zhao;Wei Jia;Ronggang Wang
中科院分区:
文献类型:
--
作者:
Yang Zhao;Wei Jia;Ronggang Wang
In recent years, high-definition restoration of early videos have received much attention. Real-world interlaced videos usually contain various degradations mixed with interlacing artifacts, such as noises and compression artifacts. Unfortunately, traditional deinterlacing methods only focus on the inverse process of interlacing scanning, and cannot remove these complex and complicated artifacts. Hence, this paper proposes an image deinterlacing network (DIN), which is specifically designed for joint removal of interlacing mixed with other artifacts. The DIN is composed of two stages, i.e., a cooperative vertical interpolation stage for splitting and fully using the information of adjacent fields, and a field-merging stage to perceive movements and suppress ghost artifacts. Experimental results demonstrate the effectiveness of the proposed DIN on both synthetic and real-world test sets.