Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

[Inconsistency with paper] I reproduced audio signal by RELU + MLP. #50

Open
sh-lee-prml opened this issue Oct 8, 2021 · 1 comment

Comments

@sh-lee-prml
Copy link

To compare SIREN layer with RELU +MLP, we implement two models.

  1. audio signal (B, T, 1) --> Linear(B, T, 128) +RELU --> Linear(B, T, 128) +RELU --> Linear(B, T, 128) +RELU --> Linear(B, T, 1) --> reproduced signal (B, T, 1)

  2. audio signal (B, T, 1) -->SIREN layer --> SIREN layer -->SIREN layer --> Linear(B, T, 1) --> reproduced signal (B, T, 1)

In your paper, RELU+MLP is not able to reproduce the audio signal, However, First model can reproduce audio signal even better than SIREN...

SIREN is also very instability so i used lower learning rate. But the loss fluctuated.

Could you explain why the siren is better than others in audio reproduction domain?

@1999kevin
Copy link

Hi, I also doubt about this. Do you figure why this happen now?

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

2 participants