algorithms.cpp
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/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *
* Copyright 2012 The MITRE Corporation *
* *
* Licensed under the Apache License, Version 2.0 (the "License"); *
* you may not use this file except in compliance with the License. *
* You may obtain a copy of the License at *
* *
* http://www.apache.org/licenses/LICENSE-2.0 *
* *
* Unless required by applicable law or agreed to in writing, software *
* distributed under the License is distributed on an "AS IS" BASIS, *
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. *
* See the License for the specific language governing permissions and *
* limitations under the License. *
* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
#include <openbr_plugin.h>
using namespace br;
/*!
* \ingroup initializers
* \brief Initializes global abbreviations with implemented algorithms
* \author Josh Klontz \cite jklontz
*/
class Algorithms : public Initializer
{
Q_OBJECT
void initialize() const
{
// Face
Globals->abbreviations.insert("FaceRecognition", "FaceDetection!<FaceRecognitionRegistration>!<FaceRecognitionExtraction>+<FaceRecognitionEmbedding>+<FaceRecognitionQuantization>:UCharL1");
Globals->abbreviations.insert("FaceRecognitionNoTraining", "FaceDetection!ASEFEyes+Affine(86,86,0.25,0.35)!Blur(1.1)+Gamma(0.2)+DoG(1,2)+ContrastEq(0.1,10)+Mask+LBP(1,2)+RectRegions(8,8,6,6)+Hist(59)+Cat:Dist(ChiSquared)");
Globals->abbreviations.insert("GenderClassification", "FaceDetection!<FaceClassificationRegistration>!<FaceClassificationExtraction>+<GenderClassifier>+Discard");
Globals->abbreviations.insert("AgeRegression", "FaceDetection!<FaceClassificationRegistration>!<FaceClassificationExtraction>+<AgeRegressor>+Discard");
Globals->abbreviations.insert("FaceQuality", "Open!Cascade(FrontalFace)+ASEFEyes+Affine(64,64,0.25,0.35)+ImageQuality+Cvt(Gray)+DFFS+Discard");
Globals->abbreviations.insert("MedianFace", "Open!Cascade(FrontalFace)+ASEFEyes+Affine(256,256,0.37,0.45)+Center(Median)");
Globals->abbreviations.insert("BlurredFaceDetection", "Open+LimitSize(1024)+SkinMask/(Cvt(Gray)+GradientMask)+And+Morph(Erode,16)+LargestConvexArea");
// Generic Image Processing
Globals->abbreviations.insert("SIFT", "Open+KeyPointDetector(SIFT)+KeyPointDescriptor(SIFT):KeyPointMatcher(BruteForce)");
Globals->abbreviations.insert("SURF", "Open+KeyPointDetector(SURF)+KeyPointDescriptor(SURF):KeyPointMatcher(BruteForce)");
Globals->abbreviations.insert("SmallSIFT", "Open+LimitSize(512)+KeyPointDetector(SIFT)+KeyPointDescriptor(SIFT):KeyPointMatcher(BruteForce)");
Globals->abbreviations.insert("SmallSURF", "Open+LimitSize(512)+KeyPointDetector(SURF)+KeyPointDescriptor(SURF):KeyPointMatcher(BruteForce)");
Globals->abbreviations.insert("ColorHist", "Open+LimitSize(512)!EnsureChannels(3)+SplitChannels+Hist(256,0,8)+Cat+Normalize(L1):Dist(L2)");
// Hash
Globals->abbreviations.insert("FileName", "Name+Identity:Identical");
Globals->abbreviations.insert("MD5", "Open+CryptographicHash(Md5):Identical");
Globals->abbreviations.insert("SHA1", "Open+CryptographicHash(Sha1):Identical");
// Miscellaneous
Globals->abbreviations.insert("Display", "Open+Identity+Show+Discard");
Globals->abbreviations.insert("RegisterAffine", "Open+Affine(256,256,0.37,0.45)");
Globals->abbreviations.insert("ContrastEnhanced", "Open+Affine(256,256,0.37,0.45)+Cvt(Gray)+Blur(1.1)+Gamma(0.2)+DoG(1,2)+ContrastEq(0.1,10)");
Globals->abbreviations.insert("ColoredLBP", "Open+Affine(128,128,0.37,0.45)+Cvt(Gray)+Blur(1.1)+Gamma(0.2)+DoG(1,2)+ContrastEq(0.1,10)+LBP(1,2)+ColoredU2");
// Transforms
Globals->abbreviations.insert("FaceDetection", "(Open+Cvt(Gray)+Cascade(FrontalFace))");
Globals->abbreviations.insert("DenseLBP", "(Blur(1.1)+Gamma(0.2)+DoG(1,2)+ContrastEq(0.1,10)+LBP(1,2)+RectRegions(8,8,6,6)+Hist(59))");
Globals->abbreviations.insert("DenseSIFT", "(Grid(10,10)+SIFTDescriptor(12)+ByRow)");
Globals->abbreviations.insert("FaceRecognitionRegistration", "(ASEFEyes+Affine(88,88,0.25,0.35)+FTE(DFFS,instances=1))");
Globals->abbreviations.insert("FaceRecognitionExtraction", "(Mask+DenseSIFT/DenseLBP+PCA(0.95,instances=1)+Normalize(L2)+Cat)");
Globals->abbreviations.insert("FaceRecognitionEmbedding", "(Dup(12)+RndSubspace(0.05,1)+LDA(0.98,instances=-2,relabel=true)+Cat+PCA(768,instances=1))");
Globals->abbreviations.insert("FaceRecognitionQuantization", "(Normalize(L1)+Quantize)");
Globals->abbreviations.insert("FaceClassificationRegistration", "(ASEFEyes+Affine(56,72,0.33,0.45)+FTE(DFFS))");
Globals->abbreviations.insert("FaceClassificationExtraction", "((Grid(7,7)+SIFTDescriptor(8)+ByRow)/DenseLBP+PCA(0.95,instances=-1)+Cat)");
Globals->abbreviations.insert("AgeRegressor", "Center(Range,instances=-1)+SVM(RBF,EPS_SVR,instances=100)");
Globals->abbreviations.insert("GenderClassifier", "Center(Range,instances=-1)+SVM(RBF,C_SVC,instances=4000)");
}
};
BR_REGISTER(Initializer, Algorithms)
#include "algorithms.moc"