├── .gitignore ├── .idea ├── PyTorch-BayesianCNN.iml ├── misc.xml ├── modules.xml ├── vcs.xml └── workspace.xml ├── LICENSE ├── Mixtures ├── config_mixtures.py ├── gmm.py ├── main.py ├── mixture_experiment.py ├── temp_gmm.py ├── train_splitted.py └── utils_mixture.py ├── README.md ├── __init__.py ├── config_bayesian.py ├── config_frequentist.py ├── data ├── __init__.py └── data.py ├── experiments └── figures │ ├── BayesCNNwithdist.png │ ├── CNNwithdist_git.png │ ├── fc3-node_0-both-distplot.gif │ ├── fc3-node_0-mean-distplot.gif │ ├── fc3-node_0-mean-lineplot.jpg │ ├── fc3-node_0-std-distplot.gif │ └── fc3-node_0-std-lineplot.jpg ├── layers ├── BBB │ ├── BBBConv.py │ ├── BBBLinear.py │ └── __init__.py ├── BBB_LRT │ ├── BBBConv.py │ ├── BBBLinear.py │ └── __init__.py ├── __init__.py ├── __pycache__ │ ├── BBBConv.cpython-37.pyc │ ├── BBBLinear.cpython-37.pyc │ ├── __init__.cpython-37.pyc │ └── misc.cpython-37.pyc └── misc.py ├── main_bayesian.py ├── main_frequentist.py ├── metrics.py ├── models ├── BayesianModels │ ├── Bayesian3Conv3FC.py │ ├── BayesianAlexNet.py │ ├── BayesianLeNet.py │ └── __pycache__ │ │ ├── Bayesian3Conv3FC.cpython-37.pyc │ │ ├── BayesianAlexNet.cpython-37.pyc │ │ └── BayesianLeNet.cpython-37.pyc └── NonBayesianModels │ ├── AlexNet.py │ ├── LeNet.py │ ├── ThreeConvThreeFC.py │ └── __pycache__ │ ├── AlexNet.cpython-37.pyc │ ├── LeNet.cpython-37.pyc │ └── ThreeConvThreeFC.cpython-37.pyc ├── tests └── test_models.py ├── uncertainty_estimation.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kumar-shridhar/PyTorch-BayesianCNN/HEAD/.gitignore -------------------------------------------------------------------------------- /.idea/PyTorch-BayesianCNN.iml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kumar-shridhar/PyTorch-BayesianCNN/HEAD/.idea/PyTorch-BayesianCNN.iml 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