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v1.3 — test-split line art, alternative-segmenter hint maps, example bundle

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@MADONOKOUKI MADONOKOUKI released this 26 Sep 12:16
· 40 commits to main since this release

v1.3 — data for full-scale and example-based reproduction

All files are derived from the Danbooru2021 test split of the paper (3,000 illustrations, ids ending in 016;
test_image_ids.txt inside each archive). The illustrations themselves are not redistributed, except the nine that
appear in the figures of the paper (example bundle); the Danbooru2021 ids are Danbooru post ids, and
reproduce/scripts/fetch_originals.py fetches an image by id and reproduces the dataset's 512×512 copy bit-exactly.
Provided for non-commercial research use to replicate the paper; rights holders can request removal through the
repository contact. SHA-256 of every file: SHA256SUMS.txt.

File Size Contents Used for
test_split_sketch_sketchkeras.tar.gz 441 MB SketchKeras line art of the 3,000 test images (sketch/sketchkeras/<id>.png, 512×512) — the exact files used for every reported number (sketch type 2) Tables II/III and all supplementary studies (SketchKeras rows / N=300 studies)
test_split_sketch_pysimp.tar.gz 477 MB Sketch-simplification line art (sketch/pysimp/<id>.png; sketch type 0) Tables II/III (mean over the three line-art sources)
test_split_sketch_XDoG.tar.gz 56 MB XDoG line art (sketch/XDoG/<id>.png; sketch type 1) same
test_split_hint_maps_64_danbooregion.tar.gz 37 MB 64×64 scribble hint maps and region maps from the DanbooRegion segmenter for the test split supplementary segmentation-dependency table (evaluation segmenter = DanbooRegion)
test_split_hint_maps_64_slic.tar.gz 38 MB same from the SLIC segmenter segmentation-dependency table (SLIC)
test_split_hint_maps_64_felz.tar.gz 44 MB the Felzenszwalb maps regenerated for that study (the main results use the v1.0 maps) segmentation-dependency table (Felzenszwalb column of the retrained models)
examples_data.tar.gz 5 MB the 9 test illustrations that appear in the paper's figures (ids 514016, 4262016, 1625016, 3421016, 4417016, 1019016, 1023016, 4731016, 4942016): originals (512×512), the three line-art versions, the paper's hint maps and the DanbooRegion/SLIC maps reproduce/examples/run_examples.sh (example-based reproduction of every experiment); other test ids: fetch the originals by id and pass --ids
userstudy_stimuli.tar.gz 606 MB The images shown in the pairwise user study (Sec. VII): for each of the 192 images and 8 hint ratios the line art, the hint image, and the colorizations of DetFill ("proposed"), PaintsTorch and Diffusart, plus index.csv (imageId → Danbooru id). The original illustrations are not included (fetch them by id from index.csv). Keyed like reproduce/data/userstudy/glmm_trials.csv. The ColorizeDiffusion-v2 stimuli were not preserved (see README.txt inside) Tables IV/V (inspection of the stimuli behind the trial table)

How to assemble the flat evaluation layout expected by detfill/ (see detfill/README.md, layout A):

mkdir -p DATA_ROOT && cd DATA_ROOT
tar xzf test_split_hint_maps_64.tar.gz            # v1.0: hint_from_regions_64_rev/, region64/
mv test_split_hint_maps_64/hint_from_regions_64_rev . && mv test_split_hint_maps_64/region64 hint_from_regions_256
for t in sketchkeras pysimp XDoG; do tar xzf test_split_sketch_$t.tar.gz --strip-components=1; done   # sketch/<t>/
python reproduce/scripts/fetch_originals.py --id_file test_image_ids.txt --out segmentations/originals   # the 512x512 originals, by id