From 66ab6413de42d91b8ea5d425636f5721f61b1426 Mon Sep 17 00:00:00 2001 From: Vasil Zlatanov Date: Thu, 7 Mar 2019 16:26:28 +0000 Subject: Add table --- report/paper.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/report/paper.md b/report/paper.md index 0227b1e..e1a78c6 100644 --- a/report/paper.md +++ b/report/paper.md @@ -73,6 +73,7 @@ challenge and how they are specifically addressing. Is there the **mode collapse # Inception Score + ## Classifier Architecture Used ## Results @@ -86,6 +87,24 @@ 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 -- cgit v1.2.3