Image Generation on CAT 32x32 (train)
9.5FIDHingeGAN
Evaluation Results
| Method | Links | |
|---|---|---|
| HingeGANGradient Penalty=max(0, ||∇xf(x))||∞ - 1), Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.10 | 9.5 | |
| HingeGANGradient Penalty=(||∇xf(x))||2 - 1)^2, Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.10 | 16.2 | |
| HingeGANGradient Penalty=max(0, ||∇xf(x))||2 - 1), Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.10 | 17 | |
| WGANGradient Penalty=max(0, ||∇xf(x))||2 - 1), Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.10 | 19.4 | |
| HingeGANGradient Penalty=(||∇xf(x))||2 - 1)^2, Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.10 | 19.5 | |
| WGANGradient Penalty=(||∇xf(x))||2 - 1)^2, Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.10 | 20.9 | |
| WGANGradient Penalty=max(0, ||∇xf(x))||2 - 1), Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.10 | 21.4 | |
| HingeGANGradient Penalty=max(0, ||∇xf(x))||2 - 1), Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.10 | 23.9 | |
| HingeGANGradient Penalty=max(0, ||∇xf(x))||∞ - 1), Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.10 | 24 | |
| WGANGradient Penalty=(||∇xf(x))||2 - 1)^2, Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.10 | 27.3 | |
| WGANGradient Penalty=max(0, ||∇xf(x))||∞ - 1), Architecture=Standard CNN, Evaluation Protocol=Lowest FID obtained2019.10 | 32.32 | |
| WGANGradient Penalty=max(0, ||∇xf(x))||∞ - 1), Architecture=Standard CNN, Evaluation Protocol=At 100k iterations2019.10 | 66.5 |