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LFBuild4DFreqHypercone.m
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LFBuild4DFreqHypercone.m
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% LFBuild4DFreqHypercone - construct a 4D hypercone passband filter in the frequency domain
%
% Usage:
%
% [H, FiltOptions] = LFBuild4DFreqHypercone( LFSize, Slope, BW, FiltOptions )
% H = LFBuild4DFreqHypercone( LFSize, Slope, BW )
%
% This file constructs a real-valued magnitude response in 4D, for which the passband is a hypercone.
%
% Once constructed the filter must be applied to a light field, e.g. using LFFilt4DFFT. The
% LFDemoBasicFilt* files demonstrate how to contruct and apply frequency-domain filters.
%
% A more technical discussion, including the use of filters for denoising and volumetric focus, and
% the inclusion of aliases components, is included in:
%
% [2] D.G. Dansereau, O. Pizarro, and S. B. Williams, "Linear Volumetric Focus for Light Field
% Cameras," to appear in ACM Transactions on Graphics (TOG), vol. 34, no. 2, 2015.
%
% Inputs:
%
% LFSize : Size of the frequency-domain filter. This should match or exceed the size of the
% light field to be filtered. If it's larger than the input light field, the input is
% zero-padded to match the filter's size by LFFilt4DFFT.
%
% Slope : The slope of the planar passband. If different slopes are desired in s,t and u,v,
% the optional aspect parameter should be used.
%
% BW : 3-db Bandwidth of the planar passband.
%
% [optional] FiltOptions : struct controlling filter construction
% SlopeMethod : 'Skew' or 'Rotate' default 'skew'
% Precision : 'single' or 'double', default 'single'
% Rolloff : 'Gaussian' or 'Butter', default 'Gaussian'
% Order : controls the order of the filter when Rolloff is 'Butter', default 3
% Aspect4D : aspect ratio of the light field, default [1 1 1 1]
% Window : Default false. By default the edges of the passband are sharp; this adds
% a smooth rolloff at the edges when used in conjunction with Extent4D or
% IncludeAliased.
% Extent4D : controls where the edge of the passband occurs, the default [1 1 1 1]
% is the edge of the Nyquist box. When less than 1, enabling windowing
% introduces a rolloff after the edge of the passband. Can be greater
% than 1 when using IncludeAliased.
% IncludeAliased : default false; allows the passband to wrap around off the edge of the
% Nyquist box; used in conjunction with Window and/or Extent4D. This can
% increase processing time dramatically, e.g. Extent4D = [2,2,2,2]
% requires a 2^4 = 16-fold increase in time to construct the filter.
% Useful when passband content is aliased, see [2].
%
% Outputs:
%
% H : real-valued frequency magnitude response
% FiltOptions : The filter options including defaults, with an added PassbandInfo field
% detailing the function and time of construction of the filter
%
% User guide: <a href="matlab:which LFToolbox.pdf; open('LFToolbox.pdf')">LFToolbox.pdf</a>
% See also: LFDemoBasicFiltGantry, LFDemoBasicFiltIllum, LFDemoBasicFiltLytroF01,
% LFBuild2DFreqFan, LFBuild2DFreqLine, LFBuild4DFreqDualFan, LFBuild4DFreqHypercone,
% LFBuild4DFreqHyperfan, LFBuild4DFreqPlane, LFFilt2DFFT, LFFilt4DFFT, LFFiltShiftSum
% Copyright (c) 2013-2020 Donald G. Dansereau
function [H, FiltOptions] = LFBuild4DFreqHypercone( LFSize, BW, FiltOptions )
FiltOptions = LFDefaultField('FiltOptions', 'HyperconeMethod', 'Rotated'); % 'Direct', 'Rotated'
DistFunc = @(P, FiltOptions) DistFunc_4DCone( P, FiltOptions );
[H, FiltOptions] = LFHelperBuild4DFreq( LFSize, BW, FiltOptions, DistFunc );
TimeStamp = datestr(now,'ddmmmyyyy_HHMMSS');
FiltOptions.PassbandInfo = struct('mfilename', mfilename, 'time', TimeStamp, 'VersionStr', LFToolboxVersion);
end
%-----------------------------------------------------------------------------------------------------------------------
function Dist = DistFunc_4DCone( P, FiltOptions )
switch( lower(FiltOptions.HyperconeMethod ))
case 'direct'
Dist = (P(1,:).*P(4,:) - P(2,:).*P(3,:)).^2 * 4;
case 'rotated'
R = 1/sqrt(2) .* [1,0,0,1; 0,1,1,0; 0,1,-1,0; 1,0,0,-1];
P = R*P;
Dist = (sqrt(P(1,:).^2 + P(3,:).^2) - sqrt(P(2,:).^2 + P(4,:).^2)).^2 /2;
otherwise
error('Unrecognized hypercone construction method');
end
end