stipple_points_from_image — PRINTPATH stroke op

• Data kinds: image2d → pairs

• Call: import fullseye as fs; fs.ledger.stipple_points_from_image(image, n_points, iterations=30, gamma=1.0, floor=0.02, seed=0, metric='euclidean') (to call the implementation directly, import printpath; printpath.stipple_points_from_image(image, n_points, iterations=30, gamma=1.0, floor=0.02, seed=0, metric='euclidean'); from the registry, opsprintpath.get("stipple_points_from_image"))

Usage

> This operator's description has not been translated yet. The original text follows as it is.

濃淡を点の密度に写す(重みつき Lloyd = 重心ボロノイ)。→ `pairs`

暗いところに点が密に集まる。返るのは `(n_points, 2)` の (row, col)。

引数:

image: 明るさ `[0, 1]` の 2-D(または色。輝度に落とす)。

n_points: 点の数。

iterations: Lloyd の反復回数。

gamma: 重みを `darkness ** gamma` にする(1 = 暗さそのまま)。

floor: 重みの下限。0 にしない —— 真っ白な領域の重みが厳密に 0 だと

そこへ入った点が動けず(重心が 0/0)、位置が入力に依らなくなる。

seed: 初期配置の乱数。

metric: いまは `"euclidean"` のみ。

返り値のほかに、収束の様子は :func:stipple_points_from_image を

`iterations` を変えて呼び比べれば測れる(Lloyd のエネルギーは単調減少する)。

★真っ白な画像でも点は等間隔に散る(密度が一定なら重心ボロノイは均等)。

そこが「濃淡を読めている」ことの対照群になる。

Detailed usage guide

• printpath family guide

References (sample data, literature)

• Sample-data catalog (download URLs / licences) — 2-D uses skimage.data (BSD/public domain) plus synthetic images; 3-D lists download URLs for real data sources (Stanford, PDS, …).

• Operator provenance and references — the sources of the research/methods this op family came from.

• The canonical algorithm (author, year) and its uses are named in the family usage guide above.

Runnable examples (verified samples that actually call this op)

• poc_one_stroke_epicycles — py -3.11 examples/poc_one_stroke_epicycles.py

Ops the type connects to (they accept pairs as input)

stipple_energy · stroke_tour_closed · mst_length · stroke_resample_closed · stroke_tone_error · mosaic_tiles_render

Same category (stroke)

stipple_energy · stroke_tour_closed · mst_length · stroke_resample_closed · stroke_tone_error


*Provenance: printpath.py — PRINTPATH operator registry. This per-op note is generated by tools/opdocs.py md (do not hand-edit).*

© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.