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ResearchFormerly WizWand

Image Generation on CAT 32x32 (train)

9.5FIDHingeGAN
7.2222.613853.39Oct 15, 2019
Updated 8mo ago

Evaluation results

MethodLinks
HingeGANGradient Penalty=max(0, ||∇xf(x))||∞ - 1), Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.109.5
HingeGANGradient Penalty=(||∇xf(x))||2 - 1)^2, Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.1016.2
HingeGANGradient Penalty=max(0, ||∇xf(x))||2 - 1), Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.1017
WGANGradient Penalty=max(0, ||∇xf(x))||2 - 1), Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.1019.4
HingeGANGradient Penalty=(||∇xf(x))||2 - 1)^2, Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.1019.5
WGANGradient Penalty=(||∇xf(x))||2 - 1)^2, Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.1020.9
WGANGradient Penalty=max(0, ||∇xf(x))||2 - 1), Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.1021.4
HingeGANGradient Penalty=max(0, ||∇xf(x))||2 - 1), Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.1023.9
HingeGANGradient Penalty=max(0, ||∇xf(x))||∞ - 1), Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.1024
WGANGradient Penalty=(||∇xf(x))||2 - 1)^2, Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.1027.3
WGANGradient Penalty=max(0, ||∇xf(x))||∞ - 1), Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.1032.32
WGANGradient Penalty=max(0, ||∇xf(x))||∞ - 1), Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.1066.5