Noise Level Estimation for Digital Images Using Local Statistics and Its Applications to Noise Removal

[...]the suggested PCAbased approach can completely estimate the noise model levels, as shown in Figure 1. [...]the suggested technique overestimates the noise level; this can be justified due to the noise level and amount of complicated texture inside the target noise image low noise scale. [...]Ga...

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Veröffentlicht in:Telkomnika 2018-04, Vol.16 (2), p.915-924
Hauptverfasser: Khmag, Asem, Ghoul, Sami, Rahman Al-Haddad, Syed Abdul, Kamarudin, Noraziahtulhidayu
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Sprache:eng
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Zusammenfassung:[...]the suggested PCAbased approach can completely estimate the noise model levels, as shown in Figure 1. [...]the suggested technique overestimates the noise level; this can be justified due to the noise level and amount of complicated texture inside the target noise image low noise scale. [...]Gaussian noise performance with texture strength might be further stated. [...]Wiener2 and ACO algorithms shows the lowest IQI values which were in the range of 0.33 in low noise levels and 0.51 to 0.46 in low and high noise levels respectively. 5.Conclusion Practical noise estimation and its application in image noise removal were discussed and stated in this paper accordingly.
ISSN:1693-6930
2302-9293
DOI:10.12928/telkomnika.v16i2.9060