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Deep Feature Statistics Mapping for Generalized Screen Content Image Quality Assessment. (arXiv:2209.05321v2 [cs.CV] UPDATED)
Sept. 15, 2022, 1:14 a.m. | Baoliang Chen, Hanwei Zhu, Lingyu Zhu, Shiqi Wang, Sam Kwong
cs.CV updates on arXiv.org arxiv.org
The statistical regularities of natural images, referred to as natural scene
statistics, play an important role in no-reference image quality assessment.
However, it has been widely acknowledged that screen content images (SCIs),
which are typically computer generated, do not hold such statistics. Here we
make the first attempt to learn the statistics of SCIs, based upon which the
quality of SCIs can be effectively determined. The underlying mechanism of the
proposed approach is based upon the wild assumption that the …
More from arxiv.org / cs.CV updates on arXiv.org
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