learned templates (Layout of Gabors)
(i) original (ii) deformed templates (iii) reconstruced (iv) residual
projected synthesized image (single chain)
projected synthesized image (multiple chains)
General Parameters: nOrient = 16; sizeTemplatex=100;
sizeTemplatey=100;
GaborScaleList=[1.2, 0.7]; sigsq = 10; locationShiftLimit = 4; orientShiftLimit = 1; numSketch = 300;
HMC Parameters: lambdaLearningRate = 0.1/sqrt(sigsq);
epsilon = 0.03;
L = 10; nIteraton =80;
Detection Parameters: flipOrNot = false;
rotateShiftLimit=4; numberResolution=17; scaleStepSize=0.1; initializedScaleFactor=150.
learned templates (Layout of Gabors)
(i) original (ii) deformed templates (iii) reconstruced (iv) residual
projected synthesized image (single chain)
projected synthesized image (multiple chains)
General Parameters: nOrient = 16; sizeTemplatex=100;
sizeTemplatey=100;
GaborScaleList=[1.2, 0.7]; sigsq = 10; locationShiftLimit = 4; orientShiftLimit = 1; numSketch = 250;
HMC Parameters: lambdaLearningRate = 0.1/sqrt(sigsq);
epsilon = 0.03;
L = 10; nIteraton =80;
Detection Parameters: flipOrNot = false;
rotateShiftLimit=4; numberResolution=17; scaleStepSize=0.1; initializedScaleFactor=170.
learned templates (Layout of Gabors)
(i) original (ii) deformed templates (iii) reconstruced (iv) residual
projected synthesized image (single chain)
projected synthesized image (multiple chains)
General Parameters: nOrient = 16; sizeTemplatex=100;
sizeTemplatey=100;
GaborScaleList=[1.2, 0.7]; sigsq = 10; locationShiftLimit = 4; orientShiftLimit = 1; numSketch = 400;
HMC Parameters: lambdaLearningRate = 0.1/sqrt(sigsq);
epsilon = 0.03;
L = 10; nIteraton =80;
Detection Parameters: flipOrNot = false;
rotateShiftLimit=3; numberResolution=20; scaleStepSize=0.1; initializedScaleFactor=200.
learned templates (Layout of Gabors)
(i) original (ii) deformed templates (iii) reconstruced (iv) residual
projected synthesized image (single chain)
projected synthesized image (multiple chains)
General Parameters: nOrient = 16; sizeTemplatex=100;
sizeTemplatey=100;
GaborScaleList=[1.2, 0.7]; sigsq = 10; locationShiftLimit = 4; orientShiftLimit = 1; numSketch = 250;
HMC Parameters: lambdaLearningRate = 0.1/sqrt(sigsq);
epsilon = 0.03;
L = 10; nIteraton =80;
Detection Parameters: flipOrNot = false;
rotateShiftLimit=4; numberResolution=17; scaleStepSize=0.1; initializedScaleFactor=200.
learned templates (Layout of Gabors)
(i) original (ii) deformed templates (iii) reconstruced (iv) residual
projected synthesized image (single chain)
projected synthesized image (multiple chains)
General Parameters: nOrient = 16; sizeTemplatex=120;
sizeTemplatey=122;
GaborScaleList=[1.4, 0.7]; sigsq = 10; locationShiftLimit = 6; orientShiftLimit = 1; numSketch = 270;
HMC Parameters: lambdaLearningRate = 0.1/sqrt(sigsq);
epsilon = 0.03;
L = 10; nIteraton =80;
Detection Parameters: flipOrNot = false;
rotateShiftLimit=3; numberResolution=20; scaleStepSize=0.1; initializedScaleFactor=120.