libwce: the entropy layer of a wavelet codec, on its own

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Summary

Most image codecs you know about such as JPEG, JPEG 2000, JPEG XS, WebP are like layer cakes. You have transform sitting on top, entropy coding at the bottom, and rate control floats somewhere in the middle. And then there's a metadata layer wrapping it all up. The interesting bits are hidden under tons of framing code, profile parsers, and standards plumbing. If you just want to see how wavelet coefficients become bits, you have to dig deep into the guts of the codec.I wrote libwce as a bare-bones implementation, consisting of only a single lib.rs file, weighing in at 500 lines. It just implements a patent-clean Bit-Plane Count (BPC)-style entropy layer in the spirit of JPEG XS, and nothing else. There is no boilerplate or dependencies with the library relying solely on stdlib.A two-minute primer on BPC codingA raw video stream is basically a grid of pixels, most of which share very similar color and brightness values with their immediate neighbors. Storing every pixel individually wastes a ton of bandwidth since there is a lot of repeated data in the stream. Codecs are used to compress this information by transforming the image from the spatial domain into the frequency domain. Rather than tracking individual pixels, a codec uses mathematical frequencies to describe color changes across the image. Older formats like standard JPEG end up chopping the image into squares and applying a discrete cosine transform, leading to the blocky artifacts we all know and love.A wavelet is a newer approach that solves the problem by applying the transform process to the whole image at once, splitting the signal into low-frequency structural data and high-frequency detail data across multiple scales. After the wavelet transform, you end up with a 2D array of signed integer coefficients, most of which are near zero, with a long Laplacian tail. The purpose of the entropy layer is to compress this array down to a small number of significant bits.BPC coding is done using groups of fou...

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