vol_tiled_map — 3D domain op

• 資料種類:voxel → voxel

• 呼叫: import fullseye as fs; fs.ledger.vol_tiled_map(vol, fn, tile=64, overlap=8)(要直接呼叫實作,import volops; volops.vol_tiled_map(vol, fn, tile=64, overlap=8);從台帳取用則 ops3d.get("vol_tiled_map"))

用法

把形狀不變的體運算子分成重疊 z 板塊施加,以壓低峰值佔用。

> 以下的詳細說明為原文 —— 摘要與標題已翻譯。

Peak working memory is bounded by the slab — not the volume.

The third leg of the memory family: vol_crop_domain shrinks *where* you compute, volregion shrinks *what you keep*, and this bounds *how much lives in RAM at once*. Each slab vol[z0-overlap : z1+overlap] is run through *fn* and only the core [z0:z1) of the result is kept, so a volume far above an operator's comfortable size streams through in constant-memory pieces (measured: peak working set of a Gaussian drops with the slab size while the output stays exact — see the test).

Correctness contract (the honest part): the result equals fn(vol) exactly only for *local* operators whose spatial footprint along z is at most *overlap* voxels on each side (a Gaussian of sigma s with scipy's default truncation needs overlap >= round(4 * s); a morphology with a k-voxel structuring element needs overlap >= k). A *global* operator (Otsu, normalisation, anything that looks at the whole histogram) is silently WRONG under tiling — this function cannot detect that, so it is documented instead: do not tile global operators.

Parameters: *fn* is any callable mapping a (d, H, W) float64 volume to an array of the same shape (e.g. lambda v: vol_gradient_magnitude(v)). *tile* is the slab thickness (>= 1), *overlap* the per-side context (>= 0). A slab result of the wrong shape raises ValueError immediately (fail-closed — a shape-changing fn would silently corrupt the assembly).

參考(範例資料、文獻)

• 範例資料目錄(下載 URL / 授權) —— 2-D 用 skimage.data(BSD/公有領域)加合成圖,3-D 給出真實資料源(Stanford/PDS 等)的下載 URL。

• 運算子來歷與參考文獻 —— 該運算子族所依據的研究/方法出處。

可執行的範例(實際呼叫該運算子並已驗證的樣例)

• rle_region_efficiency — py -3.11 examples_3d/rle_region_efficiency.py

型別可銜接的下一個運算子(可接受 voxel 作為輸入)

voxel_to_mips · voxel_to_mesh · signed_distance_field · to_points · sobel3d · hessian3d · curvature_maps · edt_jfa

同類別(domain)

vol_reduce_domain · vol_bounding_box · vol_crop_domain · vol_uncrop


*Provenance: volops.py — 3D 運算子登記表。本條目由 tools/opdocs.py md 自動產生(請勿手動編輯)。*

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