attributes.sh
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#!/bin/bash
BASE="Open+NEC3Enroll(true)+Affine(192,240,.345,.475,-1,-1,-1,-1,Cubic)+Cvt(Gray)"
NOSE="RectFromStasmNoseWithBridge+ROI+Resize(76,52,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
MOUTH="RectFromStasmMouth+ROI+Resize(36,104,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
EYES="RectFromStasmEyes+ROI+Resize(24,136,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
HAIR="RectFromStasmHair+ROI+Resize(60,116,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
BROW="RectFromStasmBrow+ROI+Resize(24,136,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
JAW="RectFromStasmJaw+ROI+Resize(104,164,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
FACE="Cascade(FrontalFace)+Resize(104,104,Cubic)+Normalize(L2)+PCA(0.95)+Cat"
: '
br -crossValidate 2 -algorithm "CrossValidate($BASE+Stasm(false,true,[(66.24,114),(125.76,114)])+ \
($BROW+Center(Range)+ \
(Turk(unibrow,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hasunibrow,outputVariable=predicted_hasunibrow)+Cat)/ \
(Turk(eyebroworientation,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=eyebrowsdown,outputVariable=predicted_eyebrowsdown)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=eyebrowsuptodown,outputVariable=predicted_eyebrowsuptodown)+Cat)/ \
(Turk(eyebrowthickness,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=thickeyebrows,outputVariable=predicted_thickeyebrows)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighteyebrows,outputVariable=predicted_lighteyebrows)+Cat))/ \
($MOUTH+Center(Range)+ \
(Turk(expression,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=smiling,outputVariable=predicted_smiling)+Cat)/ \
(Turk(mouthasymmetry,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=asymmetrical,outputVariable=predicted_asymmetrical)+Cat))/ \
($EYES+Center(Range)+ \
(Turk(eyecolor,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=darkeyes,outputVariable=predicted_darkeyes)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighteyes,outputVariable=predicted_lighteyes)+Cat)/ \
(Turk(baggyeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=baggy,outputVariable=predicted_baggy)+Cat)/ \
(Turk(almondeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=almond,outputVariable=predicted_almond)+Cat)/ \
(Turk(buriedeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=buried,outputVariable=predicted_buried)+Cat)/ \
(Turk(sleepyeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=sleepy,outputVariable=predicted_sleepy)+Cat)/ \
(Turk(lineeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=line,outputVariable=predicted_line)+Cat)/ \
(Turk(roundeyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=round,outputVariable=predicted_round)+Cat)/ \
(Turk(smalleyes,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hassmalleyes,outputVariable=predicted_hassmalleyes)+Cat)/ \
(Turk(glasses,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=hasglasses,outputVariable=predicted_hasglasses)+Cat)/ \
(Turk(eyelashvisibility,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=feweyelashes,outputVariable=predicted_feweyelashes)+Cat))/ \
($FACE+Center(Range)+ \
(Turk(gender,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=male,outputVariable=predicted_male)+Cat)/ \
(Turk(cheekdensity,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=puffy,outputVariable=predicted_puffy)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=in,outputVariable=predicted_in)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=normal,outputVariable=predicted_normal)+Cat)/ \
(Turk(facemarks,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=scars,outputVariable=predicted_scars)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=moles,outputVariable=predicted_moles)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=normal,outputVariable=predicted_normal)+Cat)/ \
(Turk(facelength,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=longface,outputVariable=predicted_longface)+Cat)/ \
(Turk(nosetomouthdist,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=long,outputVariable=predicted_long)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=small,outputVariable=predicted_small)+Cat))/ \
($HAIR+Center(Range)+ \
(Turk(foreheadwrinkles,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=wrinkled,outputVariable=predicted_wrinkled)+Cat)/ \
(Turk(haircolor,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=darkhair,outputVariable=predicted_darkhair)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=lighthair,outputVariable=predicted_lighthair)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=greyhair,outputVariable=predicted_greyhair)+Cat)/ \
(Turk(hairstyle,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=curlyhair,outputVariable=predicted_curlyhair)+Cat))/ \
($NOSE+Center(Range)+ \
(Turk(noseorientation,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=upnose,outputVariable=predicted_upnose)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=downnose,outputVariable=predicted_downnose)+Cat)/ \
(Turk(nosewidth,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=narrow,outputVariable=predicted_narrow)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=thick,outputVariable=predicted_thick)+Cat)/ \
(Turk(nosesize,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=smallnose,outputVariable=predicted_smallnose)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=bignose,outputVariable=predicted_bignose)+Cat))/ \
($JAW+Center(Range)+ \
(Turk(chinsize,3)+SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=shortchin,outputVariable=predicted_shortchin)/ \
SVM(RBF,EPS_SVR,returnDFVal=true,inputVariable=longchin,outputVariable=predicted_longchin))+Cat)): \
CrossValidate+Fuse([ \
Turk(unibrow,[hasunibrow],3), \
Turk(eyebroworientation,[eyebrowsdown,eyebrowsuptodown],3), \
Turk(eyebrowthickness,[thickeyebrows,lighteyebrows],3), \
Turk(expression,[smiling],3), \
Turk(mouthasymmetry,[asymmetrical],3), \
Turk(eyecolor,[darkeyes,lighteyes],3), \
Turk(baggyeyes,[baggy],3), \
Turk(almondeyes,[almond],3), \
Turk(buriedeyes,[buried],3), \
Turk(sleepyeyes,[sleepy],3), \
Turk(lineeyes,[line],3), \
Turk(roundeyes,[round],3), \
Turk(smalleyes,[hassmalleyes],3), \
Turk(glasses,[hasglasses],3), \
Turk(cheekdensity,[puffy,in,normal],3), \
Turk(facemarks,[scars,moles,normal],3), \
Turk(facelength,[longface],3), \
Turk(nosetomouthdist,[long,small],3), \
Turk(foreheadwrinkles,[wrinkled],3), \
Turk(haircolor,[darkhair,lighthair,greyhair],3), \
Turk(hairstyle,[curlyhair],3), \
Turk(noseorientation,[upnose,downnose],3), \
Turk(nosewidth,[narrow,thick],3), \
Turk(nosesize,[smallnose,bignose],3), \
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])" \
-path ../../img/CUHK-VHDC/CUFSF/target/ -train results30v2.turk models/all
'
br -crossValidate 2 -path ../../img/CUHK-VHDC/CUFSF/target/ -algorithm models/all -compare results30v2.turk results30v2.turk simmat/eyes.mtx
br -crossValidate 2 -setHeader simmat/eyes.mtx ../../sigsets/CUHK-VHDC/CUFSF/target.xml ../../sigsets/CUHK-VHDC/CUFSF/query.xml
br -crossValidate 2 -convert Output simmat/eyes.mtx output/eyes.rank
br -crossValidate 2 -convert Output simmat/eyes.mtx algorithm_dataset/eyes_CUFSF%1.eval
# Not trained on: earpitch, earsize, neck thickness
# Not used for comparison: gender, eyelashvisbility
#br -crossValidate 2 -path ../../img/CUHK-VHDC/CUFSF/target/ -algorithm models/attributes -enroll results30v2.turk gallery/results30v2.gal
#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
#echo $attribute
#br -evalRegression gallery/results30v2.gal gallery/results30v2.gal $attribute predicted_$attribute
#done