texture/shape-feature op• Data kinds: image → feature
• Call: fullseye.apply(img, "xmh_zernike", a=0.5, b=0.5) (the 2-D model is one image plus two scalar knobs a,b∈[0,1])

*The figure is the real output on a synthetic 128×128 input. Left: input, right: output (a non-image return value is shown as the value itself).*
Sum of Zernike moments (`mahotas.features.zernike_moments`). Collapses the rotation-invariant shape/intensity-distribution features of the image mapped onto the unit circle into a single real number.
> The detailed description below is the original text — the summary and the headings are translated.
半径は画像の短辺の半分に固定。`a は次数(degree、6〜12 の整数)を振る —— 次数を上げるほど高次のモーメントまで加算され値が変わる。b は未使用。モーメント成分ごとの符号や大きさの分布は総和で相殺・情報が失われるため、形状の指紋として使うには弱い。個々の成分が要る場合は mahotas.features.zernike_moments` を直接呼ぶこと。
• gallery2d_features family guide
• 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.
The program below has been verified to run (same input as the figure). In Studio's help this block becomes buttons that load and run it on the spot.
xmh_zernike 0.50 0.50
▸ Load this pipeline · Load & run
• gallery2d_features — py -3.11 examples/gallery2d_features.py
feature as input)texture/shape-feature)—
*Provenance: ops.py — 2D 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.