%------------------------------

%General parameters

%%%%%% QUI %%%%%%

param.numIterations = 10; %number of re-iterations.

% param.kfold = 10; %k-1 partition used for training; 1 partitions for testing

param.kfold = 2; %k-1 partition used for training; 1 partitions for testing

%knn parameters

param.knn_neighbors = 1;

param.matchDistance = 'euclidean';

param.knnDistance = 'euclidean';

%param.matchDistance = 'chisq';

%param.knnDistance = 'chisq';

param.numScoreAggregate = 4; %4 usato in paper recenti

param.useDynamicNumFilters = 1; % 0 1

param.RetainedVariance = [0.92]; %[0.93 0.95]

%------------------------------

%Parameters orientation search

param.numBins = 45;

param.divTheta = 10; %orientamenti campionati

param.maxOrient = 10; %12 %orientamenti adattativi

%------------------------------

%Parameters Gabor from scales

param.N = 1; %sampling points per octave

param.b0 = 1; %the unit spatial interval

param.phai = 1.5; %band width of gabor [octave]

param.aspectRatio = 1;  %aspect ratio of the gabor filter

%------------------------------

%Parameters Gabor parametrized

param.divThetaParametrized = param.divTheta;

param.sigma = 5.6179; %used for generating Gabor filter

param.wavelength = 0.11; %used for generating Gabor filter

%------------------------------

%Parameters wavelet add

param.numWavelets = 10000;

param.minMSE = 0.005;

param.minCountW = 2000;

param.numBestWavelets = 5;

%------------------------------

% %PCANet parameters

% PCANet.Vf = 15;

% PCANet.NumStages = 2; %2

% PCANet.PatchSize = [15, 15]; %(default  [5 5]) ([15 15] seems good for iitd)

% PCANet.NumFilters = [PCANet.Vf, (param.divThetaParametrized + param.numBestWavelets)]; % (default [8 8]) ([10 10] seems good for iitd)

% PCANet.HistBlockSize = [23, 23]; %(default 15 15) ([23 23] seems good for iitd)

% PCANet.BlkOverLapRatio = 0;

% PCANet.Pyramid = [];

%------------------------------

%original PCANet parameters

PCANet.Vf = 11;

PCANet.NumStages = 1; %2

PCANet.PatchSize = [15, 15]; %(default  [5 5]) ([15 15] seems good for iitd)

% PCANet.NumFilters = [PCANet.Vf PCANet.Vf]; % (default [8 8]) ([10 10] seems good for iitd)

PCANet.NumFilters = [PCANet.Vf]; % (default [8 8]) ([10 10] seems good for iitd)

PCANet.HistBlockSize = [23, 23]; %(default 15 15) ([23 23] seems good for iitd)

PCANet.BlkOverLapRatio = 0;

PCANet.Pyramid = [];