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diff --git a/report/paper.md b/report/paper.md index 206963f..55a0a63 100644 --- a/report/paper.md +++ b/report/paper.md @@ -115,6 +115,7 @@ challenge and how they are specifically addressing. Is there the **mode collapse # Inception Score + ## Classifier Architecture Used ## Results @@ -128,6 +129,24 @@ MNIST real testing set (10K), in comparison to the inception scores. **Please measure and discuss the inception scores for the different hyper-parameters/tricks and/or architectures in Q2.** +We measure the performance of the considered GAN's using the Inecption score [@inception], as calculated +with L2-Net logits. + +$$ \textrm{IS}(x) = \exp(\mathcal{E}_x \left( \textrm{KL} ( p(y\|x) \|\| p(y) ) \right) ) $$ + +GAN type Inception Score (L2-Net) +------------ ----------------------------- +MNIST(ref) 9.67 +cGAN 6.01 +cGAN+VB 6.2 +cGAN+LS 6.3 +cGAN+VB+LS 6.4 +cDCGAN+VB 6.5 +cDCGAN+LS 6.8 +cDCGAN+VB+LS 7.3 + + + # Re-training the handwritten digit classifier ## Results |