lf_synthetic_aperture — LIGHTFIELD refocus op

数据种类:lightfieldimage2d

调用:import lightfield; lightfield.lf_synthetic_aperture(lf, slope=0.0, mask=None, *, reduce='mean', interp='linear', edge='nearest')(或 opslightfield.get("lf_synthetic_aperture"))

用法

透过塑形孔径重聚焦 —— 用 `reduce="median"` 还能穿过遮挡物。

> 以下的详细说明为原文 —— 摘要与标题已翻译。

Same shift-and-add geometry as :func:lf_refocus, with two additions:

• *mask* — a `(V, U) weight array from :func:lf_aperture_mask` (or your

own). A small mask is a stopped-down aperture: less defocus blur, less

light. `None` weights every view equally.

• *reduce* — how the aligned views are combined. `mean` is the classical

(and linear) synthetic aperture. `median` is the interesting one: when

a foreground occluder covers a *minority* of the views at a pixel, the

median rejects it and the background behind it is reconstructed —

looking through a fence, or through a rack of parts. `max / min`

are the order-statistic extremes, useful for specular / shadow work.

`median, max and min` use the mask only to *select* views

(weight > 0), because an order statistic has no meaningful weighting;

that is stated here rather than silently ignoring the weights.

The see-through result is not a metaphor. When fewer than half the views

are blocked at a hidden pixel, more than half of them carry the identical

background sample and the median is that sample exactly. Measured

2026-09-01 on a 9x9x64x64 field with an occluder covering 25% of the centre

view at slope 3.0 (blocking at most 46% of the views at any hidden pixel):

RMS against the true, hidden background was 0.0 for `median` and

0.159 for `mean`, with the centre view itself at 0.280. Push the coverage

to 35% (up to 60% of views blocked) and the guarantee is gone — the median

lands at 0.133, worse than nothing.

Returns a `(H, W)` 2-D image.

Raises `ValueError`: *lf* not a valid light field, a *mask* whose

shape is not `(V, U)` or which is non-finite / negative / selects no view,

a non-finite or over-large *slope*, unknown *reduce* / *interp* / *edge*.

详细使用指南

lightfield_depth 族使用指南

参考(示例数据・文献)

• 示例数据目录(下载 URL / 许可证) —— 2-D 用 skimage.data(BSD/公有领域)加合成图,3-D 给出真实数据源(Stanford/PDS 等)的下载 URL。

• 算子来历与参考文献 —— 该算子族所依据的研究/方法出处。

• 算法的正典(作者・年份)与用途见上面的族使用指南

可运行的示例(实际调用该算子并已验证的样例)

lightfield_depthpy -3.11 examples/lightfield_depth.py

类型可衔接的下一个算子(可接受 image2d 作为输入)

lf_from_mla · lf_disparity_to_depth · lf_all_in_focus

同类别(refocus)

lf_refocus · lf_focal_stack · lf_aperture_mask


*Provenance: lightfield.py — LIGHTFIELD 算子登记表。本条目由 tools/opdocs.py md 自动生成(请勿手工编辑)。*

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