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Guide to Bayesian Convolutional Neural Network with Variational Inference (2019)
- p1esk 8y agoThey report 73% accuracy on CIFAR-10 using Alexnet model. That's very low (should be at least 85% even without any augmentation or regularization). That result puts the rest of the paper in a bad light.
- painful 8y agoOkay, although the paper is more useful as an educational guide which is also why it was posted. Afaik, Bayesian techniques have never been victorious except potentially for hyperparameter tuning.
- p1esk 8y agoI agree this paper is more like a tutorial, which I like, but that 73% accuracy is from their implementation of a standard (non-Bayesian) Alexnet, so no excuse there.