├── .gitignore ├── .pre-commit-config.yaml ├── README.md ├── configs ├── config.yaml ├── dataset │ ├── cifar10.yaml │ ├── cifar10_embedded.yaml │ ├── fashionmnist.yaml │ ├── fashionmnist_embedded.yaml │ ├── gaussian2d.yaml │ ├── genomics.yaml │ ├── genomics_embedded.yaml │ ├── segment.yaml │ └── sensorless.yaml ├── grid │ ├── seed-bottleneck.yaml │ ├── seed-clf_weight.yaml │ ├── seed-pyxce.yaml │ └── seed.yaml ├── model │ ├── fc_ce_baseline.yaml │ ├── fc_mcmc.yaml │ ├── fc_mcmc_supervised.yaml │ ├── fc_norm_flow.yaml │ ├── fc_ssm.yaml │ ├── fc_ssm_supervised.yaml │ ├── fc_vera.yaml │ ├── fc_vera_supervised.yaml │ ├── genomics_autoregressive_density.yaml │ ├── genomics_ce_baseline.yaml │ ├── genomics_mcmc.yaml │ ├── genomics_mcmc_supervised.yaml │ ├── genomics_vera.yaml │ ├── genomics_vera_supervised.yaml │ ├── img_autoencoder.yaml │ ├── img_ce_baseline.yaml │ ├── img_glow.yaml │ ├── img_mcmc.yaml │ ├── img_mcmc_supervised.yaml │ ├── img_real_nvp.yaml │ ├── img_ssm.yaml │ ├── img_ssm_supervised.yaml │ ├── img_vera.yaml │ ├── img_vera_posteriornet.yaml │ ├── img_vera_priornet.yaml │ └── img_vera_supervised.yaml └── seml_config.yaml ├── density_histograms.png ├── req.txt └── uncertainty_est ├── __init__.py ├── archs ├── __init__.py ├── arch_factory.py ├── fc.py ├── flows.py ├── glow │ ├── __init__.py │ ├── act_norm.py │ ├── coupling.py │ ├── glow.py │ └── inv_conv.py ├── real_nvp │ ├── __init__.py │ ├── coupling_layer.py │ ├── real_nvp.py │ ├── resnet.py │ └── util.py ├── resnet.py └── wrn.py ├── data ├── __init__.py ├── dataloaders.py └── datasets.py ├── evaluate.py ├── models ├── __init__.py ├── ce_baseline.py ├── ebm │ ├── __init__.py │ ├── conditional_nce.py │ ├── discrete_mcmc.py │ ├── flow_contrastive_estimation.py │ ├── hdge.py │ ├── mcmc.py │ ├── nce.py │ ├── ssm.py │ ├── utils │ │ ├── __init__.py │ │ ├── model.py │ │ ├── utils.py │ │ └── vera_utils.py │ ├── vera.py │ ├── vera_posteriornet.py │ └── vera_priornet.py ├── energy_finetuning.py ├── normalizing_flow │ ├── __init__.py │ ├── approx_flow.py │ ├── image_flows.py │ ├── iresnet.py │ └── norm_flow.py └── ood_detection_model.py ├── train.py └── utils ├── dirichlet.py ├── metrics.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/selflein/EBM-OOD-Detection/HEAD/.gitignore -------------------------------------------------------------------------------- /.pre-commit-config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/selflein/EBM-OOD-Detection/HEAD/.pre-commit-config.yaml -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/selflein/EBM-OOD-Detection/HEAD/README.md -------------------------------------------------------------------------------- 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