Context-aware image compression

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Abstract

We describe a physics-based data compression method inspired by the photonic time stretch wherein information-rich portions of the data are dilated in a process that emulates the effect of group velocity dispersion on temporal signals. With this coding operation, the data can be downsampled at a lower rate than without it. In contrast to previous implementation of the warped stretch compression, here the decoding can be performed without the need of phase recovery. We present rate-distortion analysis and show improvement in PSNR compared to compression via uniform downsampling.

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Chan, J. C. K., Mahjoubfar, A., Chen, C. L., & Jalali, B. (2016). Context-aware image compression. PLoS ONE, 11(7). https://doi.org/10.1371/journal.pone.0158201

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