Peter M. Groen / openbr

Commit 4edf4b197776daca0f8ebb62e6b7bdae1cfcbb62

Authored by Josh Klontz
1 parent af91bf69

cleaned up script, somehow improved accuracy

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Showing 1 changed file with 17 additions and 15 deletions
scripts/attributes.sh
  View file @4edf4b1
1 1 #!/bin/bash
2 2  
3   -BASE="Open+GroundTruth(../../sigsets/CUHK-VHDC/CUFSF/target.xml,[NEC3RightEye,NEC3LeftEye])+Rename(NEC3RightEye,Affine_0)+Rename(NEC3LeftEye,Affine_1)+Affine(192,240,.345,.475,-1,-1,-1,-1,Cubic)+Cvt(Gray)"
4   -NOSE="RectFromStasmNoseWithBridge+ROI+Resize(76,52,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
5   -MOUTH="RectFromStasmMouth+ROI+Resize(36,104,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
6   -EYES="RectFromStasmEyes+ROI+Resize(24,136,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
7   -HAIR="RectFromStasmHair+ROI+Resize(60,116,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
8   -BROW="RectFromStasmBrow+ROI+Resize(24,136,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
9   -JAW="RectFromStasmJaw+ROI+Resize(104,164,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
10   -FACE="Cascade(FrontalFace)+Resize(104,104,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
  3 +BASE="Open+GroundTruth(../../sigsets/CUHK-VHDC/CUFSF/target.xml,[NEC3RightEye,NEC3LeftEye])+Rename(NEC3RightEye,Affine_0)+Rename(NEC3LeftEye,Affine_1)+Affine(192,240,.345,.475)+Cvt(Gray)"
  4 +SUBSPACE="Normalize(L2)+PCA(0.95)+Center(Range)"
  5 +NOSE="RectFromStasmNoseWithBridge+ROI+Resize(76,52)+$SUBSPACE"
  6 +MOUTH="RectFromStasmMouth+ROI+Resize(36,104)+$SUBSPACE"
  7 +EYES="RectFromStasmEyes+ROI+Resize(24,136)+$SUBSPACE"
  8 +HAIR="RectFromStasmHair+ROI+Resize(60,116)+$SUBSPACE"
  9 +BROW="RectFromStasmBrow+ROI+Resize(24,136)+$SUBSPACE"
  10 +JAW="RectFromStasmJaw+ROI+Resize(104,164)+$SUBSPACE"
  11 +FACE="Cascade(FrontalFace)+Resize(104,104)+$SUBSPACE"
11 12  
12 13 mkdir -p models
  14 +rm models/all
13 15  
14 16 if [ ! -f models/all ]; then
15 17 br -crossValidate 2 -algorithm "CrossValidate($BASE+Stasm(false,true,[(66.24,114),(125.76,114)])+ \
16   -($BROW+Center(Range)+ \
  18 +($BROW+ \
17 19 (Turk(unibrow,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hasunibrow,outputVariable=predicted_hasunibrow)+Cat)/ \
18 20 (Turk(eyebroworientation,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=eyebrowsdown,outputVariable=predicted_eyebrowsdown)/ \
19 21 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=eyebrowsuptodown,outputVariable=predicted_eyebrowsuptodown)+Cat)/ \
20 22 (Turk(eyebrowthickness,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=thickeyebrows,outputVariable=predicted_thickeyebrows)/ \
21 23 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighteyebrows,outputVariable=predicted_lighteyebrows)+Cat))/ \
22   -($MOUTH+Center(Range)+ \
  24 +($MOUTH+ \
23 25 (Turk(expression,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=smiling,outputVariable=predicted_smiling)+Cat)/ \
24 26 (Turk(mouthasymmetry,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=asymmetrical,outputVariable=predicted_asymmetrical)+Cat))/ \
25   -($EYES+Center(Range)+ \
  27 +($EYES+ \
26 28 (Turk(eyecolor,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=darkeyes,outputVariable=predicted_darkeyes)/ \
27 29 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighteyes,outputVariable=predicted_lighteyes)+Cat)/ \
28 30 (Turk(baggyeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=baggy,outputVariable=predicted_baggy)+Cat)/ \
... ... @@ -34,7 +36,7 @@ SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighteyes,outputVariable=predicte
34 36 (Turk(smalleyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hassmalleyes,outputVariable=predicted_hassmalleyes)+Cat)/ \
35 37 (Turk(glasses,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hasglasses,outputVariable=predicted_hasglasses)+Cat)/ \
36 38 (Turk(eyelashvisibility,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=feweyelashes,outputVariable=predicted_feweyelashes)+Cat))/ \
37   -($FACE+Center(Range)+ \
  39 +($FACE+ \
38 40 (Turk(gender,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=male,outputVariable=predicted_male)+Cat)/ \
39 41 (Turk(cheekdensity,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=puffy,outputVariable=predicted_puffy)/ \
40 42 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=in,outputVariable=predicted_in)/ \
... ... @@ -45,20 +47,20 @@ SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=normal,outputVariable=predicted_n
45 47 (Turk(facelength,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=longface,outputVariable=predicted_longface)+Cat)/ \
46 48 (Turk(nosetomouthdist,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=long,outputVariable=predicted_long)/ \
47 49 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=small,outputVariable=predicted_small)+Cat))/ \
48   -($HAIR+Center(Range)+ \
  50 +($HAIR+ \
49 51 (Turk(foreheadwrinkles,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=wrinkled,outputVariable=predicted_wrinkled)+Cat)/ \
50 52 (Turk(haircolor,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=darkhair,outputVariable=predicted_darkhair)/ \
51 53 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighthair,outputVariable=predicted_lighthair)/ \
52 54 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=greyhair,outputVariable=predicted_greyhair)+Cat)/ \
53 55 (Turk(hairstyle,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=curlyhair,outputVariable=predicted_curlyhair)+Cat))/ \
54   -($NOSE+Center(Range)+ \
  56 +($NOSE+ \
55 57 (Turk(noseorientation,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=upnose,outputVariable=predicted_upnose)/ \
56 58 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=downnose,outputVariable=predicted_downnose)+Cat)/ \
57 59 (Turk(nosewidth,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=narrow,outputVariable=predicted_narrow)/ \
58 60 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=thick,outputVariable=predicted_thick)+Cat)/ \
59 61 (Turk(nosesize,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=smallnose,outputVariable=predicted_smallnose)/ \
60 62 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=bignose,outputVariable=predicted_bignose)+Cat))/ \
61   -($JAW+Center(Range)+ \
  63 +($JAW+ \
62 64 (Turk(chinsize,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=shortchin,outputVariable=predicted_shortchin)/ \
63 65 SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=longchin,outputVariable=predicted_longchin))+Cat)): \
64 66 CrossValidate+Fuse([ \
... ...