周先生 [email protected] 02165977093
Another way to look at our threshold matrix is as a kind of probability matrix. Instead of offsetting the input pixel by the value given in the threshold matrix, we can instead use the value to sample from the cumulative probability of possible candidate colours, where each colour is assigned a probability or weight . Each colour’s weight represents it’s proportional contribution to the input colour. Colours with greater weight are then more likely to be picked for a given pixel and vice-versa, such that the local average for a given region should converge to that of the original input value. We can call this the N-candidate approach to palette dithering.
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This works. From my tests with the algorithms, Codex can often speed up the algorithm by 1.5x-2x, then Opus somehow speeds up that optimized code again to a greater degree. This has been the case of all the Rust code I’ve tested: I also ran the icon-to-image and the word cloud crates through this pipeline and gained 6x cumulative speed increases in both libraries.