Peter M. Groen / openbr

Commit 02fc7c279971b231de208f425808627011ed8a11

Authored by Josh Klontz
1 parent fbc7f8e4

finished BTAS2013 experiment

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Showing 4 changed files with 3018 additions and 9 deletions
data/PCSO/sigset/PCSO_2x500_test.xml renamed to data/PCSO/sigset/PCSO_2x1k_test.xml
  View file @02fc7c2
data/PCSO/sigset/PCSO_2x500_train.xml renamed to data/PCSO/sigset/PCSO_2x1k_train.xml
  View file @02fc7c2
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3004 6004 \ No newline at end of file
... ...
openbr/plugins/ebif.cpp
  View file @02fc7c2
... ... @@ -81,7 +81,15 @@ class EBIFTransform : public UntrainableTransform
81 81 features[m][i] *= norm;
82 82 }
83 83  
84   - dst = OpenCVUtils::toMat(features);
  84 + // Group features by location (not done in paper)
  85 + for (int i=0; i<features.first().size(); i+=2) {
  86 + QList<float> localFeatures; localFeatures.reserve(2*M);
  87 + for (int m=0; m<M; m++) {
  88 + localFeatures.append(features[m][i]); // mean
  89 + localFeatures.append(features[m][i+1]); // standard deviation
  90 + }
  91 + dst += OpenCVUtils::toMat(localFeatures);
  92 + }
85 93 }
86 94  
87 95 QList<float> pool(const Mat &bottom, const Mat &top) const
... ...
scripts/btas2013.sh 100644 → 100755
  View file @02fc7c2
... ... @@ -9,19 +9,20 @@ rm -rf results
9 9 mkdir results
10 10  
11 11 # Train and evaluate Fisherfaces
12   -br -algorithm "Open+Cvt(Gray)+Cascade(FrontalFace)+ASEFEyes+Affine(128,128,0.33,0.45)+CvtFloat+LDA(0.98)+Normalize(L2):Dist(L2)" -path ~/data/PCSO/ -train ../data/PCSO/sigset/PCSO_2x500_train.xml Fisherfaces
13   -br -algorithm Fisherfaces -path ~/data/PCSO/ -compare ../data/PCSO/sigset/PCSO_2x500_test.xml . Fisherfaces.mtx
  12 +br -algorithm "Open+Cvt(Gray)+Cascade(FrontalFace)+ASEFEyes+Affine(128,128,0.33,0.45)+CvtFloat+LDA(0.98)+Normalize(L2):Dist(L2)" -path ~/data/PCSO/ -train ../data/PCSO/sigset/PCSO_2x1k_train.xml Fisherfaces
  13 +br -algorithm Fisherfaces -path ~/data/PCSO/ -compare ../data/PCSO/sigset/PCSO_2x1k_test.xml . Fisherfaces.mtx
14 14  
15 15 # Train and evaluate Klarefaces
16   -br -algorithm "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)+Normalize(L2)+Dup(12)+RndSubspace(0.05,1)+LDA(0.98)+Cat+PCA(0.95)+Normalize(L1)+Quantize:NegativeLogPlusOne(ByteL1)" -path ~/data/PCSO/ -train ../data/PCSO/sigset/PCSO_2x500_train.xml Klarefaces
17   -br -algorithm Klarefaces -path ~/data/PCSO/ -compare ../data/PCSO/sigset/PCSO_2x500_test.xml . Klarefaces.mtx
  16 +br -algorithm "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)+Normalize(L2)+Cat+Dup(22)+RndSubspace(0.05,1)+LDA(0.98)+Cat+PCA(0.95)+Normalize(L1)+Quantize:NegativeLogPlusOne(ByteL1)" -path ~/data/PCSO/ -train ../data/PCSO/sigset/PCSO_2x1k_train.xml Klarefaces
  17 +br -algorithm Klarefaces -path ~/data/PCSO/ -compare ../data/PCSO/sigset/PCSO_2x1k_test.xml . Klarefaces.mtx
18 18  
19 19 # Train and evaluate Klarefaces EBIF
20   -br -algorithm "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))/EBIF+PCA(0.95)+Normalize(L2)+Dup(12)+RndSubspace(0.05,1)+LDA(0.98)+Cat+PCA(0.95)+Normalize(L1)+Quantize:NegativeLogPlusOne(ByteL1)" -path ~/data/PCSO/ -train ../data/PCSO/sigset/PCSO_2x500_train.xml KlarefacesEBIF
21   -br -algorithm KlarefacesEBIF -path ~/data/PCSO/ -compare ../data/PCSO/sigset/PCSO_2x500_test.xml . KlarefacesEBIF.mtx
  20 +br -algorithm "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))/(Resize(64,64)+EBIF)+PCA(0.95)+Normalize(L2)+Cat+Dup(22)+RndSubspace(0.05,1)+LDA(0.98)+Cat+PCA(0.95)+Normalize(L1)+Quantize:NegativeLogPlusOne(ByteL1)" -path ~/data/PCSO/ -train ../data/PCSO/sigset/PCSO_2x1k_train.xml KlarefacesEBIF
  21 +br -algorithm KlarefacesEBIF -path ~/data/PCSO/ -compare ../data/PCSO/sigset/PCSO_2x1k_test.xml . KlarefacesEBIF.mtx
22 22  
23 23 # Evaluate and plot
24   -br -makeMask ../data/PCSO/sigset/PCSO_2x500_test.xml . PCSO.mask
  24 +br -makeMask ../data/PCSO/sigset/PCSO_2x1k_test.xml . PCSO.mask
25 25 br -eval Fisherfaces.mtx PCSO.mask results/Fisherfaces.csv
26 26 br -eval Klarefaces.mtx PCSO.mask results/Klarefaces.csv
27 27 br -eval KlarefacesEBIF.mtx PCSO.mask results/KlarefacesEBIF.csv
  28 +br -plot results/* results.pdf
28 29 \ No newline at end of file
... ...