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_internal.h"
namespace br
{
/*!
* \ingroup initializers
* \brief Initializes global abbreviations with implemented algorithms
* \author Josh Klontz \cite jklontz
*/
class AlgorithmsInitializer : public Initializer
{
Q_OBJECT
void initialize() const
{
// Face
Globals->abbreviations.insert("FaceRecognition", "FaceDetection+Expand+<FaceRecognitionRegistration>+Expand+<FaceRecognitionExtraction>+<FaceRecognitionEmbedding>+<FaceRecognitionQuantization>:MatchProbability(ByteL1)");
Globals->abbreviations.insert("GenderClassification", "FaceDetection+Expand+<FaceClassificationRegistration>+Expand+<FaceClassificationExtraction>+<GenderClassifier>+Discard");
Globals->abbreviations.insert("AgeRegression", "FaceDetection+Expand+<FaceClassificationRegistration>+Expand+<FaceClassificationExtraction>+<AgeRegressor>+Discard");
Globals->abbreviations.insert("FaceQuality", "Open+Expand+Cascade(FrontalFace)+ASEFEyes+Affine(64,64,0.25,0.35)+ImageQuality+Cvt(Gray)+DFFS+Discard");
Globals->abbreviations.insert("MedianFace", "Open+Expand+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");
Globals->abbreviations.insert("DrawFaceDetection", "Open+Cascade(FrontalFace)+Expand+ASEFEyes+Draw");
Globals->abbreviations.insert("ShowFaceDetection", "DrawFaceDetection+Expand+Show");
Globals->abbreviations.insert("OpenBR", "FaceRecognition");
Globals->abbreviations.insert("GenderEstimation", "GenderClassification");
Globals->abbreviations.insert("AgeEstimation", "AgeRegression");
Globals->abbreviations.insert("FaceRecognition2", "{PP5Register+Affine(128,128,0.25,0.35)+Cvt(Gray)}+(Gradient+Bin(0,360,9,true))/(Blur(1)+Gamma(0.2)+DoG(1,2)+ContrastEq(0.1,10)+LBP(1,2,true)+Bin(0,10,10,true))+Merge+Integral+RecursiveIntegralSampler(4,2,8,LDA(.98)+Normalize(L1))+Cat+PCA(768)+Normalize(L1)+Quantize:UCharL1");
Globals->abbreviations.insert("CropFace", "Open+Cvt(Gray)+Cascade(FrontalFace)+ASEFEyes+Affine(128,128,0.25,0.35)");
Globals->abbreviations.insert("4SF", "Open+Cvt(Gray)+Cascade(FrontalFace)+ASEFEyes+Affine(128,128,0.33,0.45)+(Grid(10,10)+SIFTDescriptor(12)+ByRow)/(Blur(1.1)+Gamma(0.2)+DoG(1,2)+ContrastEq(0.1,10)+LBP(1,2)+RectRegions(8,8,6,6)+Hist(59))+PCA(0.95)+Cat+Normalize(L2)+Dup(12)+RndSubspace(0.05,1)+LDA(0.98)+Cat+PCA(0.95)+Normalize(L1)+Quantize:NegativeLogPlusOne(ByteL1)");
// Video
Globals->abbreviations.insert("DisplayVideo", "Stream(FPSLimit(30)+Show(false,[FrameNumber])+Discard)");
Globals->abbreviations.insert("PerFrameDetection", "Stream(SaveMat(original)+Cvt(Gray)+Cascade(FrontalFace)+ASEFEyes+RestoreMat(original)+Draw(inPlace=true)+Show(false,[FrameNumber])+Discard)");
Globals->abbreviations.insert("AgeGenderDemo", "Stream(SaveMat(original)+Cvt(Gray)+Cascade(FrontalFace)+Expand+<FaceClassificationRegistration>+<FaceClassificationExtraction>+<AgeRegressor>/<GenderClassifier>+Discard+RestoreMat(original)+Draw(inPlace=true)+DrawPropertiesPoint([Age,Gender],Affine_0,inPlace=true)+SaveMat(original)+Discard+Contract+RestoreMat(original)+FPSCalc+Show(false,[AvgFPS,Age,Gender])+Discard)");
Globals->abbreviations.insert("ShowOpticalFlowField", "Stream(SaveMat(original)+AggregateFrames(2)+OpticalFlow(useMagnitude=false)+Grid(100,100)+DrawOpticalFlow+FPSLimit(30)+Show(false)+Discard)");
Globals->abbreviations.insert("ShowOpticalFlowMagnitude", "Stream(AggregateFrames(2)+OpticalFlow+Normalize(Range,false,0,255)+Cvt(Color)+Draw+FPSLimit(30)+Show(false)+Discard)");
Globals->abbreviations.insert("ShowMotionSegmentation", "Stream(DropFrames(5)+AggregateFrames(2)+OpticalFlow+CvtUChar+WatershedSegmentation+DrawSegmentation+Draw+FPSLimit(30)+Show(false)+Discard)");
Globals->abbreviations.insert("HOG", "Stream(DropFrames(5)+Cvt(Gray)+Grid(5,5)+ROIFromPts(32,24)+Expand+Resize(32,32)+Gradient+RectRegions+Bin(0,360,8)+Hist(8)+Cat)+Contract+CatRows+KMeans(500)+Hist(500)+SVM");
Globals->abbreviations.insert("HOF", "Stream(DropFrames(5)+Grid(5,5)+AggregateFrames(2)+OpticalFlow+ROIFromPts(32,24)+Expand+Resize(32,32)+Gradient+RectRegions+Bin(0,360,8)+Hist(8)+Cat)+Contract+CatRows+KMeans(500)+Hist(500)");
Globals->abbreviations.insert("HOGHOF", "Stream(DropFrames(5)+Grid(5,5)+AggregateFrames(2)+(OpticalFlow+ROIFromPts(32,24)+Expand+Resize(32,32)+Gradient+RectRegions+Bin(0,360,8)+Hist(8)+Cat+Contract)/(First+Cvt(Gray)+ROIFromPts(32,24)+Expand+Resize(32,32)+Gradient+RectRegions+Bin(0,360,8)+Hist(8)+Cat+Contract)+CatCols)+Contract+CatRows+KMeans(500)+Hist(500)+SVM");
// 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)+Expand+EnsureChannels(3)+SplitChannels+Hist(256,0,8)+Cat+Normalize(L1):L2");
Globals->abbreviations.insert("ImageSimilarity", "Open+EnsureChannels(3)+Resize(256,256)+SplitChannels+RectRegions(64,64,64,64)+Hist(256,0,8)+Cat:NegativeLogPlusOne(L2)");
Globals->abbreviations.insert("ImageClassification", "Open+CropSquare+LimitSize(256)+Cvt(Gray)+Gradient+Bin(0,360,9,true)+Merge+Integral+RecursiveIntegralSampler(4,2,8,Singleton(KMeans(256)))+Cat+CvtFloat+Hist(256)+KNN(5,Dist(L1),false,5)+Rename(KNN,Subject)");
Globals->abbreviations.insert("TanTriggs", "Blur(1.1)+Gamma(0.2)+DoG(1,2)+ContrastEq(0.1,10)");
// 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("DenseSIFT", "(Grid(5,5)+SIFTDescriptor(12)+ByRow)");
Globals->abbreviations.insert("FaceRecognitionRegistration", "(ASEFEyes+Affine(88,88,0.25,0.35)+DownsampleTraining(FTE(DFFS),instances=1))");
Globals->abbreviations.insert("FaceRecognitionExtraction", "(Mask+DenseSIFT/DenseLBP+DownsampleTraining(PCA(0.95),instances=1)+Normalize(L2)+Cat)");
Globals->abbreviations.insert("FaceRecognitionEmbedding", "(Dup(12)+RndSubspace(0.05,1)+DownsampleTraining(LDA(0.98),instances=-2)+Cat+DownsampleTraining(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+DownsampleTraining(PCA(0.95),instances=-1, inputVariable=Gender)+Cat)");
Globals->abbreviations.insert("AgeRegressor", "DownsampleTraining(Center(Range),instances=-1, inputVariable=Age)+DownsampleTraining(SVM(RBF,EPS_SVR,inputVariable=Age),instances=100, inputVariable=Age)");
Globals->abbreviations.insert("GenderClassifier", "DownsampleTraining(Center(Range),instances=-1, inputVariable=Gender)+DownsampleTraining(SVM(RBF,C_SVC,inputVariable=Gender),instances=4000, inputVariable=Gender)");
Globals->abbreviations.insert("UCharL1", "Unit(ByteL1)");
}
};
BR_REGISTER(Initializer, AlgorithmsInitializer)
} // namespace br
#include "algorithms.moc"