vat_tf
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takerum
Virtual adversarial training with Tensorflow
In your paper, the equation (12) is to computer Hd, but how the equation (12) convert to the equation (13). Where the parameter `xi` go? I think equation (13) should...
Hi takerum, Thanks for your work. In your code, it seems that you use the CPU to deal with the dataset and then use GPU to build the training graph....
Hello, Takeru, Thanks for your great works. I find that there may be an error with your code, at the 46th line in vat.py: " dist = L.kl_divergence_with_logit(logit_p, logit_m)", where...
https://github.com/takerum/vat_tf/blob/c5125d267531ce0f10b2238cf95604d287de63c8/vat.py#L34 In tensorflow (1.8>) with python 3, this line does not seem to work. It seems range needs to be wrapped by 'list'.
Hi, Thanks for this excellent algorithm and accompanying code. After running your code, I only got about 85% of evaluation accuracy. And after checking issues of this project, I set...
Hello. I have created an implementation of VAT in pytorch and I am facing the following issue: While the code works for the toy example (two moons dataset) and produces...
Hi, I wonder have tried some experiments using VAT in segmentation tasks? Thanks.
Hi, I found that in your 'build_training_graph' function in train_semisup.py. The 'update_batch_stats' set to False, in this case, the avg_mean and avg_var would always be 0 and 1 during the...
Hi, I am trying to implement your code in PyTorch. I believe I implemented VAT loss accurately. But, I cannot get the same performance probably because I used a different...
