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This repository contains an official implementation of LPBNN.

Python 99.31% Lua 0.22% Shell 0.47%
deep-learning pytorch uncertainty-quantification uncertainty-estimation bayesian-deep-learning resnet

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lp_bnn's Issues

DeepLabv3+ Release?

Hey! I really loved reading your paper, and was interested in using your approach to assist in some segmentation tasks - do you have a timeframe on when you might release the code for your DeepLabv3+ implementation? Cheers!

Batch ensemble

Thanks for the great work!
May I ask how did you re-implement the code for BatchEnsemble? Since the original official implementation is in Tensorflow, is there any Pytorch resources to refer to?

LPBNN_layers bug?

Hello, thanks for providing your code.

I have a question, LPBNN_layers line 75 is:
embedded_mean, embedded_logvar=self.encoder_fcmean(embedded),self.encoder_fcmean(embedded)
Should this not be:
embedded_mean, embedded_logvar=self.encoder_fcmean(embedded),self.encoder_fcvar(embedded)
As it is, it appears to be enforcing that the mean and logvar are the same. This bug is present in every layer defined in LPBNN_layers.

Additionally, I was wondering why VAE embedding is applied only for alpha and not for gamma. Is there a benefit to only defining alpha as Bayesian? Was this the case for the results reported in your paper?

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