depth op• Data kinds: lightfield × image2d → image2d
• Call: import fullseye as fs; fs.ledger.lf_all_in_focus(lf, slope_map, levels=None, *, n_levels=16, interp='linear', edge='nearest') (implementation को सीधे call करना हो तो import lightfield; lightfield.lf_all_in_focus(lf, slope_map, levels=None, *, n_levels=16, interp='linear', edge='nearest'), registry से लेना हो तो opslightfield.get("lf_all_in_focus"))
हर pixel को उसके अपने slope पर refocus करके हर जगह sharp एक image बनाता है।
> नीचे का विस्तृत विवरण मूल text में है — सारांश और headings का अनुवाद हो चुका है।
Builds a focal stack at *levels* and, for every pixel, takes the slice whose level is closest to slope_map there. This is the "2-D image" half of what a plenoptic camera delivers, at the full depth range rather than the depth of field of one focus setting.
*levels* controls which refocus planes are actually rendered, and the None default has two documented branches — a continuous slope map has one distinct value per pixel, and rendering a refocus plane for each of those would be tens of thousands of full-frame shifts:
• if *slope_map* holds at most *n_levels* distinct values (the case when it came from lf_depth_from_focus with subpixel=False), those exact values are used and the composite is exact;
• otherwise the map's range is quantised to *n_levels* evenly spaced planes (default 16), which is a real approximation: a pixel whose true slope falls between two planes is refocused at the nearer one. Pass *levels* explicitly — e.g. the sweep you handed lf_depth_from_focus — when that matters.
Returns a (H, W) 2-D image.
Raises ValueError: *lf* not a valid light field, a *slope_map* that is not 2-D / not (H, W) / non-finite, *levels* empty or over the stack caps, *n_levels* outside [1, MAX_STACK_SLICES], unknown *interp* / *edge*.
• lightfield_depth family guide
• Sample data catalog (DL URL / license) — 2-D के लिए skimage.data (BSD/public) + synthetic, 3-D के लिए real data sources (Stanford/PDS आदि) के DL URL।
• Operators का स्रोत और संदर्भ — इस op family के मूल research/methods के स्रोत।
• Algorithm का मानक स्रोत (लेखक, वर्ष) और उपयोग ऊपर की family usage guide में दिए गए हैं।
• lightfield_depth — py -3.11 examples/lightfield_depth.py
• poc_compound_eye — py -3.11 examples/poc_compound_eye.py
image2d को input के रूप में लेते हैं)lf_from_mla · lf_disparity_to_depth
depth)lf_depth_from_focus · lf_epi_slope · lf_disparity_to_depth · lf_plenoptic_design
*Provenance: lightfield.py — LIGHTFIELD operator registry. यह per-op note tools/opdocs.py md से अपने-आप generate होता है (हाथ से edit न करें)।*
© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.