sustaining_gazes/matlab_version/face_validation/WriteOutFaceCheckersNNbinary.m

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3.1 KiB
Mathematica
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2016-04-28 19:40:36 +00:00
function WriteOutFaceCheckersNNbinary(locationTxt, faceCheckers)
addpath('..\PDM_helpers\');
% use little-endian
faceCheckerFile = fopen(locationTxt, 'w', 'l');
views = numel(faceCheckers);
% Type 0 - linear SVR, 1 - feed forward neural net
fwrite(faceCheckerFile, 1, 'uint'); % 4 bytes
% Number of face checkers
fwrite(faceCheckerFile, views, 'uint'); % 4 bytes
% Matrices representing view orientations
for i=1:views
% this indicates that we're writing a 3x1 double matrix
writeMatrixBin(faceCheckerFile, faceCheckers(i).centres', 6);
end
for i = 1:views
% The normalisation models
% Mean of images
writeMatrixBin(faceCheckerFile, faceCheckers(i).mean_ex, 6);
% Standard deviation of images
writeMatrixBin(faceCheckerFile, faceCheckers(i).std_ex, 6);
nn = faceCheckers(i).nn;
num_depth_layers = numel(nn.size) - 1;
% Get the number of layers
fwrite(faceCheckerFile, num_depth_layers, 'uint'); % 4 bytes
% The activation function used 0 - sigmoid, 1 - tanh, 2 - ReLu
act_fun = 0;
if(strcmp(nn.activation_function, 'tanh_opt'))
act_fun = 1;
elseif(strcmp(nn.activation_function, 'ReLu'))
act_fun = 2;
end
fwrite(faceCheckerFile, act_fun, 'uint'); % 4 bytes
% The activation function used 0 - sigmoid, 1 - tanh, 2 - ReLu
out_fun = 0;
if(strcmp(nn.output, 'tanh_opt'))
out_fun = 1;
elseif(strcmp(nn.output, 'ReLu'))
out_fun = 2;
end
fwrite(faceCheckerFile, out_fun, 'uint'); % 4 bytes
for layers=1:num_depth_layers
W = nn.W{layers};
writeMatrixBin(faceCheckerFile, W, 6);
end
% Piecewise affine warp
nPix = faceCheckers(i).nPix;
minX = faceCheckers(i).minX;
minY = faceCheckers(i).minY;
destination = reshape(faceCheckers(i).destination, numel(faceCheckers(i).destination), 1);
triangulation = faceCheckers(i).triangulation;
triX = faceCheckers(i).triX;
mask = faceCheckers(i).mask;
alphas = faceCheckers(i).alphas;
betas = faceCheckers(i).betas;
fwrite(faceCheckerFile, nPix, 'uint'); % 4 bytes
fwrite(faceCheckerFile, minX, 'float64'); % 8 bytes
fwrite(faceCheckerFile, minY, 'float64'); % 8 bytes
% Destination shape
writeMatrixBin(faceCheckerFile, destination, 6);
% Triangulation
writeMatrixBin(faceCheckerFile, triangulation, 4);
% Triangle map
writeMatrixBin(faceCheckerFile, triX, 4);
% Mask
writeMatrixBin(faceCheckerFile, mask, 4);
% Alphas
writeMatrixBin(faceCheckerFile, alphas, 6);
% Betas
writeMatrixBin(faceCheckerFile, betas, 6);
end
fclose(faceCheckerFile);
end