Commit Graph

43 Commits

Author SHA1 Message Date
kris
ee2229d0ea * Modify Floyd-Steinberg dithering to diffuse less error in the y
direction.  Otherwise, errors can accumulate in an RGB channel if
  there are no palette colours with an extremal value, and then when
  we introduce a new palette the error all suddenly discharges in a
  spurious horizontal line.  This now gives quite good results!

* Switch to using L1-norm for k-means, per suggestion of Lucas
  Scharenbroich: "A k-medians effectively uses an L1 distance metric
  instead of L2 for k-means.  Using a squared distance metric causes
  the fit to "fall off" too quickly and allows too many of the k
  centroids to cluster around areas of high density, which results in
  many similar colors being selected.  A linear cost function forces
  the centroids to spread out since the error influence has a broader
  range."
2021-11-11 11:10:22 +00:00
kris
8c34d87216 WIP - interleave 3 successive palettes for each contiguous row range.
Avoids the banding but not clear if it's overall better

Also implement my own k-means clustering which is able to keep some
centroids fixed, e.g. to be able to retain some fixed palette entries
while swapping out others.  I was hoping this would improve colour
blending across neighbouring palettes but it's also not clear if it
does.
2021-11-10 18:30:39 +00:00
kris
322123522c Assign scan lines randomly to palettes and cluster independently. This doesn't give good results either, since
neighbouring lines end up getting similar but not identical colours, which still results in horizontal striping.
2021-11-10 00:34:17 +00:00
kris
fb52815412 Experiment with striping 16 palettes contiguously across line ranges.
As expected it has clear banding.  A better approach (though still not optimal)
might be to assign lines to palettes randomly.
2021-11-09 22:42:27 +00:00
kris
80885aabf9 Working SHR version. Still just uses a single palette 2021-11-09 22:26:34 +00:00
kris
21058084e2 Tidy 2021-11-09 16:14:37 +00:00
kris
01b19a4a06 Use 4-bit RGB values instead of 8-bit 2021-11-09 15:35:44 +00:00
kris
a92c9cd7b5 Work in CAM16-UCS colour space and cythonize 2021-11-09 15:13:07 +00:00
kris
173c283369 First implementation of using k-means clustering in RGB space to dither a 320x200 SHR image. 2021-11-09 11:23:25 +00:00
kris
34ae40ac2d Fix a bug with output for non-ntsc palette 2021-11-03 15:17:57 +00:00
kris
bf76271d75 NTSC conversion should be using YIQ space instead of YUV, which seems
to explain several fudge factors I needed to include to match colours.
2021-11-02 23:28:58 +00:00
kris
e84dfb59f9 Tidy a bit 2021-11-02 15:26:43 +00:00
kris
b63fd81c07 Unify DHGRScreen implementations 2021-11-02 15:23:23 +00:00
kris
809b975e6e Return a bitmap directly from dither_image. This removes the need to
deal with n-bit encodings at all in DHGRScreen
2021-11-02 14:42:00 +00:00
kris
cf69dc9cf2 Bounds check lookahead 2021-11-02 13:42:23 +00:00
kris
8cfee55b1d Get rid of support for 140px mode, it was only useful as a demo of why
other converters have the wrong basic approach.
2021-11-02 13:40:32 +00:00
kris
feefdb5dc6 Use .npy format for RGB to CAM16UCS conversion matrix, and get rid of precomputed CIE2000 distances 2021-07-19 18:35:44 +01:00
kris
e979df03bc Nope, don't need XYZ 2021-07-19 18:13:43 +01:00
kris
8b500b16cb Dither in XYZ representation but use CAM16UCS for colour differences.
This gives the best of both worlds: dithering in a linear space, with
good (and fast) perceptual error differences

TBD: would linear RGB work as well as XYZ?
2021-07-19 17:54:46 +01:00
kris
70074a2942 Support arbitrary gamma correction of input image 2021-07-19 09:57:26 +01:00
kris
7a3adea025 Try cam16UCS instead 2021-07-15 14:25:32 +01:00
kris
4fcda908bd WIP - use colourspacious to perform image dithering in CAM02_UCS
colour space, which is supposed to be perceptually uniform.  i.e. we
can use Euclidean distance instead of CIEDE2000
2021-07-15 13:58:22 +01:00
kris
7a7923503f With recent optimizations converter became ~2.1x faster, so
--lookahead=8 is a reasonable new default.
2021-03-15 17:55:21 +00:00
kris
101d974d50 Use hyphens in option names so that --no-boolean-option is
consistently hyphenated.
2021-03-15 17:21:22 +00:00
kris
f87ca90fd4 Add a --verbose option to output progress 2021-03-15 15:01:21 +00:00
kris
467a0cd196 Tidy up a bit to prepare for merge 2021-03-15 10:45:33 +00:00
kris
ad9515dcf2 Implement NTSC emulation, using an 8 pixel window for chroma signal.
Use this to precompute a new ntsc palette with 256 entries (though
only 84 unique colours) that are available by appropriate pixel
sequences.  Unfortunately the precomputed distance matrix for this
palette is 4GB!

Optimize the precomputation to be less memory hungry, while also
making efficient use of the mmapped output file.

Add support for dithering images using this 8-bit palette depth,
i.e. to optimize for NTSC rendering.  This often gives better image
quality since more colours are available, especially when modulating
areas of similar colour.

Fix 140 pixel dithering and render the output including NTSC fringing
instead of the unrealistic 140px output that doesn't include it.

Add support for rendering output image using any target palette, which
is useful e.g. for comparing how an 8-pixel NTSC rendered image will
be displayed on an emulator using 4-pixel ntsc emulation (there is
usually some colour bias, because the 8 pixel chroma blending tends to
average away colours).

Switch the output binary format to write AUX memory first, which
matches the image format of other utilities.
2021-02-14 23:34:25 +00:00
kris
3ac5c284e9 Checkpoint NTSC emulation 2021-02-03 23:40:16 +00:00
kris
a835baadf8 Fix --show_input 2021-01-26 00:16:51 +00:00
kris
2bbd65a079 Add some comments and docstrings 2021-01-25 23:16:46 +00:00
kris
dd8cf07c49 Add support for multiple palettes 2021-01-25 22:28:00 +00:00
kris
84442f32a7 Clean up some more 2021-01-21 23:33:12 +00:00
kris
a4ecf69610 Checkpoint WIP 2021-01-21 23:17:55 +00:00
kris
9f0cd870e7 In 140px resolution show the output image with and without NTSC fringing 2021-01-16 18:11:21 +00:00
kris
f9f1398969 Show output as 560x384 regardless of input size 2021-01-16 17:57:21 +00:00
kris
18ce9d8f82 Expand help text 2021-01-15 23:03:31 +00:00
kris
a061795022 Re-enable 140px mode 2021-01-15 22:58:01 +00:00
kris
8d671f08ac Remove bitmap support 2021-01-15 22:34:22 +00:00
kris
d57d6f9038 Add flags to show input/output images 2021-01-15 22:34:03 +00:00
kris
ce99d62304 Tidy 2021-01-15 22:28:44 +00:00
kris
f132f0b84b Default to --lookahead=6 now that it's fast 2021-01-15 22:25:32 +00:00
kris
c5b8feb17e Parametrize dither patterns as command-line argument 2021-01-15 22:25:06 +00:00
kris
f5553e00b8 Rename 2021-01-15 22:20:28 +00:00