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Improved Wavelets for Image Compression from Unitary Circuits

2022/03/04 by McCord, James C., Evenbly, Glen
#FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Quantum Physics (quant-ph) #electronic engineering #information engineering

paper · doi:10.48550/arxiv.2203.02556

Abstract

We benchmark the efficacy of several novel orthogonal, symmetric, dilation-3 wavelets, derived from a unitary circuit based construction, towards image compression. The performance of these wavelets is compared across several photo databases against the CDF-9/7 wavelets in terms of the minimum number of non-zero wavelet coefficients needed to obtain a specified image quality, as measured by the multi-scale structural similarity index (MS-SSIM). The new wavelets are found to consistently offer better compression efficiency than the CDF-9/7 wavelets across a broad range of image resolutions and quality requirements, averaging 7-8% improved compression efficiency on high-resolution photo images when high-quality (MS-SSIM = 0.99) is required.

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