Peter M. Groen / openbr

Commit a4daec29ccf3bd6e039148a8d18617ac7c150d60

Authored by Josh Klontz
1 parent 3808a6fe

added attributes.sh

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Showing 1 changed file with 109 additions and 0 deletions
scripts/attributes.sh 0 → 100644
  View file @a4daec2
  1 +#!/bin/bash
  2 +
  3 +BASE="Open+NEC3Enroll(true)+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"
  11 +
  12 +: '
  13 +
  14 +br -crossValidate 2 -algorithm "CrossValidate($BASE+Stasm(false,true,[(66.24,114),(125.76,114)])+ \
  15 +($BROW+Center(Range)+ \
  16 +(Turk(unibrow,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hasunibrow,outputVariable=predicted_hasunibrow)+Cat)/ \
  17 +(Turk(eyebroworientation,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=eyebrowsdown,outputVariable=predicted_eyebrowsdown)/ \
  18 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=eyebrowsuptodown,outputVariable=predicted_eyebrowsuptodown)+Cat)/ \
  19 +(Turk(eyebrowthickness,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=thickeyebrows,outputVariable=predicted_thickeyebrows)/ \
  20 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighteyebrows,outputVariable=predicted_lighteyebrows)+Cat))/ \
  21 +($MOUTH+Center(Range)+ \
  22 +(Turk(expression,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=smiling,outputVariable=predicted_smiling)+Cat)/ \
  23 +(Turk(mouthasymmetry,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=asymmetrical,outputVariable=predicted_asymmetrical)+Cat))/ \
  24 +($EYES+Center(Range)+ \
  25 +(Turk(eyecolor,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=darkeyes,outputVariable=predicted_darkeyes)/ \
  26 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighteyes,outputVariable=predicted_lighteyes)+Cat)/ \
  27 +(Turk(baggyeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=baggy,outputVariable=predicted_baggy)+Cat)/ \
  28 +(Turk(almondeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=almond,outputVariable=predicted_almond)+Cat)/ \
  29 +(Turk(buriedeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=buried,outputVariable=predicted_buried)+Cat)/ \
  30 +(Turk(sleepyeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=sleepy,outputVariable=predicted_sleepy)+Cat)/ \
  31 +(Turk(lineeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=line,outputVariable=predicted_line)+Cat)/ \
  32 +(Turk(roundeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=round,outputVariable=predicted_round)+Cat)/ \
  33 +(Turk(smalleyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hassmalleyes,outputVariable=predicted_hassmalleyes)+Cat)/ \
  34 +(Turk(glasses,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hasglasses,outputVariable=predicted_hasglasses)+Cat)/ \
  35 +(Turk(eyelashvisibility,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=feweyelashes,outputVariable=predicted_feweyelashes)+Cat))/ \
  36 +($FACE+Center(Range)+ \
  37 +(Turk(gender,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=male,outputVariable=predicted_male)+Cat)/ \
  38 +(Turk(cheekdensity,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=puffy,outputVariable=predicted_puffy)/ \
  39 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=in,outputVariable=predicted_in)/ \
  40 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=normal,outputVariable=predicted_normal)+Cat)/ \
  41 +(Turk(facemarks,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=scars,outputVariable=predicted_scars)/ \
  42 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=moles,outputVariable=predicted_moles)/ \
  43 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=normal,outputVariable=predicted_normal)+Cat)/ \
  44 +(Turk(facelength,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=longface,outputVariable=predicted_longface)+Cat)/ \
  45 +(Turk(nosetomouthdist,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=long,outputVariable=predicted_long)/ \
  46 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=small,outputVariable=predicted_small)+Cat))/ \
  47 +($HAIR+Center(Range)+ \
  48 +(Turk(foreheadwrinkles,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=wrinkled,outputVariable=predicted_wrinkled)+Cat)/ \
  49 +(Turk(haircolor,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=darkhair,outputVariable=predicted_darkhair)/ \
  50 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighthair,outputVariable=predicted_lighthair)/ \
  51 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=greyhair,outputVariable=predicted_greyhair)+Cat)/ \
  52 +(Turk(hairstyle,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=curlyhair,outputVariable=predicted_curlyhair)+Cat))/ \
  53 +($NOSE+Center(Range)+ \
  54 +(Turk(noseorientation,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=upnose,outputVariable=predicted_upnose)/ \
  55 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=downnose,outputVariable=predicted_downnose)+Cat)/ \
  56 +(Turk(nosewidth,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=narrow,outputVariable=predicted_narrow)/ \
  57 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=thick,outputVariable=predicted_thick)+Cat)/ \
  58 +(Turk(nosesize,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=smallnose,outputVariable=predicted_smallnose)/ \
  59 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=bignose,outputVariable=predicted_bignose)+Cat))/ \
  60 +($JAW+Center(Range)+ \
  61 +(Turk(chinsize,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=shortchin,outputVariable=predicted_shortchin)/ \
  62 +SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=longchin,outputVariable=predicted_longchin))+Cat)): \
  63 +CrossValidate+Fuse([ \
  64 +Turk(unibrow,[hasunibrow],3), \
  65 +Turk(eyebroworientation,[eyebrowsdown,eyebrowsuptodown],3), \
  66 +Turk(eyebrowthickness,[thickeyebrows,lighteyebrows],3), \
  67 +Turk(expression,[smiling],3), \
  68 +Turk(mouthasymmetry,[asymmetrical],3), \
  69 +Turk(eyecolor,[darkeyes,lighteyes],3), \
  70 +Turk(baggyeyes,[baggy],3), \
  71 +Turk(almondeyes,[almond],3), \
  72 +Turk(buriedeyes,[buried],3), \
  73 +Turk(sleepyeyes,[sleepy],3), \
  74 +Turk(lineeyes,[line],3), \
  75 +Turk(roundeyes,[round],3), \
  76 +Turk(smalleyes,[hassmalleyes],3), \
  77 +Turk(glasses,[hasglasses],3), \
  78 +Turk(cheekdensity,[puffy,in,normal],3), \
  79 +Turk(facemarks,[scars,moles,normal],3), \
  80 +Turk(facelength,[longface],3), \
  81 +Turk(nosetomouthdist,[long,small],3), \
  82 +Turk(foreheadwrinkles,[wrinkled],3), \
  83 +Turk(haircolor,[darkhair,lighthair,greyhair],3), \
  84 +Turk(hairstyle,[curlyhair],3), \
  85 +Turk(noseorientation,[upnose,downnose],3), \
  86 +Turk(nosewidth,[narrow,thick],3), \
  87 +Turk(nosesize,[smallnose,bignose],3), \
  88 +Turk(chinsize,[shortchin,longchin],3)],indices=[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,17,18,19,20,21,22,23,24,25,26])" \
  89 +-path ../../img/CUHK-VHDC/CUFSF/target/ -train results30v2.turk models/all
  90 +
  91 +'
  92 +
  93 +br -crossValidate 2 -path ../../img/CUHK-VHDC/CUFSF/target/ -algorithm models/all -compare results30v2.turk results30v2.turk simmat/eyes.mtx
  94 +
  95 +br -crossValidate 2 -setHeader simmat/eyes.mtx ../../sigsets/CUHK-VHDC/CUFSF/target.xml ../../sigsets/CUHK-VHDC/CUFSF/query.xml
  96 +br -crossValidate 2 -convert Output simmat/eyes.mtx output/eyes.rank
  97 +br -crossValidate 2 -convert Output simmat/eyes.mtx algorithm_dataset/eyes_CUFSF%1.eval
  98 +
  99 +# Not trained on: earpitch, earsize, neck thickness
  100 +# Not used for comparison: gender, eyelashvisbility
  101 +
  102 +#br -crossValidate 2 -path ../../img/CUHK-VHDC/CUFSF/target/ -algorithm models/attributes -enroll results30v2.turk gallery/results30v2.gal
  103 +
  104 +#for attribute in male puffy in scars moles longface long small darkeyes lighteyes upnose downnose darkhair lighthair thickeyebrows lighteyebrows upnose downnose narrow thick smallnose bignose asymmetrical eyebrowsdown eyebrowsuptodown shortchin longchin baggy almond buried sleepy line round hassmalleyes smiling feweyelashes wrinkled curlyhair hasunibrow; do
  105 +
  106 +#echo $attribute
  107 +#br -evalRegression gallery/results30v2.gal gallery/results30v2.gal $attribute predicted_$attribute
  108 +
  109 +#done
... ...