gray op• Data kinds: image2d → table
• Call: import fullseye as fs; fs.ledger.gray_histo(image, region=None, bins=256) (to call the implementation directly, import image_gray; image_gray.gray_histo(image, region=None, bins=256); from the registry, opsmv.get("gray_histo"))
• HALCON equivalent: gray_histo (the HALCON reference is a useful guide to its meaning and parameters)
• GPU: none (CPU reference implementation only)
Return the gray-value histogram as absolute and relative frequencies.
> The detailed description below is the original text — the summary and the headings are translated.
範囲は [0, 1] に固定する。範囲の外の画素があると ValueError(np.histogram は外の値を黙って捨て、8 bit の画像を渡すとほぼ空の表が返るため)。空の入力(image が 0 要素)は ValueError。
• machine_vision_classics 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.
• machine_vision_tour — py -3.11 examples/machine_vision_tour.py
• poc_real_typewritten_ocr — py -3.11 examples/poc_real_typewritten_ocr.py
table as input)map_image · rectify_to_world_plane · change_radial_distortion_image · find_ncc_models · run_bg_esti · give_bg_esti · update_bg_esti · classify_class_gmm
gray)atan2_image · area_center_gray · gray_projections · get_grayval_contour_xld
*Provenance: image_gray.py — MV 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.