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Re: Color reduction



If you're serious about compressing this data, you shouldn't be using a general image-compression algorithm at all, because you know an incredible amount about the structure of the image a priori. Assuming this is a standard EKG image, you're looking at a uniform pink grid on a white background with a black squiggle overlying it. Everything except for the black line can be encoded in four values - the (x,y) scaling and offsets of the grid (and possibly a rotation amount to account for misalignment). It should be possible to fit the actual EKG trace with a piecewise linear approximation.

This sort of approach will get you vastly better compression because it takes into account the known image structure. The downside is that it's harder to find off-the-shelf components from which you can piece it together, so this would probably require a good deal more work, which may be a deal breaker for you.

– Steve

On Jan 15, 2008, at 2:42 PM, Holger Bettag wrote:

On Tue, 15 Jan 2008, Scott Ribe wrote:

PNG might be the right format. JPEG will have ringing artifacts with
simple line art like that.

I'll look at PNG. I also plan to try TIFF + zlib, and even making an
uncompressed TIFF then bzip'ing it. In some experiments, I got surprisingly
good results with JPEG. I can't of course use a heavy degree of
quantization, but I was surprised at how much compression I could get before
artifacts started showing up. I think part of it is that with scanned images
the edges are already slightly "softened" by the aliasing inherent in the
sampling, as opposed to a computer-generated original where many edges may
be absolute.


A compression format based on a wavelet transform of the whole image ought to do significantly better than JPEG, because the images in question do not have large areas with texture. Wavelets typically remove much more redundancy from large uniform areas, while JPEG cannot look past the 8x8 pixel tiles that it transforms independently. The amount of ringing can be controlled by the type of wavelet used. But even the "standard" Daubechies filter pair with 9 and 7 taps (also called "4,4" refering to the number of "vanishing moments" in each filter) handles line art surprisingly well.

Holger
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References: 
 >Re: Color reduction (From: Scott Ribe <email@hidden>)
 >Re: Color reduction (From: Holger Bettag <email@hidden>)



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