OpenOOD

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Benchmarking Generalized Out-of-Distribution Detection

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- - adding-leaderboard-entry.md
- - arpl_gan.yml
  - arpl_net.yml
  - ascood_net.yml
  - bit.yml
  - cider_net.yml
  - conf_branch.yml
  - csi_net.yml
  - cutpaste.yml
  - dcae.yml
  - draem.yml
  - dropout_net.yml
  - dsvdd.yml
  - godin_net.yml
  - lenet.yml
  - mcd_net.yml
  - mos.yml
  - npos_net.yml
  - opengan.yml
  - openmax.yml
  - palm_net.yml
  - patchcore_net.yml
  - rd4ad_net.yml
  - react_net.yml
  - repvgg.yml
  - resnet18_224x224.yml
  - resnet18_32x32.yml
  - resnet18_64x64.yml
  - resnet50.yml
  - rot_net.yml
  - rts_net.yml
  - simclr.yml
  - t2fnorm_net.yml
  - train_mos.yml
  - udg_net.yml
  - vit.yml
  - vos_net.yml
- - adascale_a.yml
  - adascale_l.yml
  - ash.yml
  - cfood.yml
  - cider.yml
  - conf_branch.yml
  - cutpaste.yml
  - dice.yml
  - draem.yml
  - dropout.yml
  - dsvdd.yml
  - ebo.yml
  - ensemble.yml
  - fdbd.yml
  - gen.yml
  - gmm.yml
  - godin.yml
  - gradnorm.yml
  - gram.yml
  - grood.yaml
  - iodin.yml
  - kdad.yml
  - klm.yml
  - knn.yml
  - mcd.yml
  - mcm.yml
  - mds.yml
  - mds_ensemble.yml
  - mls.yml
  - mos.yml
  - msp.yml
  - nci.yml
  - nnguide.yml
  - npos.yml
  - odin.yml
  - opengan.yml
  - openmax.yml
  - patch.yml
  - rankfeat.yml
  - rd4ad.yml
  - react.yml
  - relation.yml
  - residual.yml
  - reweightood.yml
  - rmds.yml
  - rot.yml
  - rotpred.yml
  - rts.yml
  - scale.yml
  - she.yml
  - ssd.yml
  - t2fnorm.yml
  - temp_scaling.yml
  - vim.yml
  - vra.yml
- - augmix_preprocessor.yml
  - base_preprocessor.yml
  - csi_preprocessor.yml
  - cutout_preprocessor.yml
  - cutpaste_preprocessor.yml
  - draem_preprocessor.yml
  - patchcore_preprocessor.yml
  - pixmix_preprocessor.yml
  - randaugment_preprocessor.yml
- - __init__.py
  - misc.py
- - __init__.py
  - base_dataset.py
  - feature_dataset.py
  - imglist_augmix_dataset.py
  - imglist_dataset.py
  - imglist_extradata_dataset.py
  - udg_dataset.py
  - utils.py
- - __init__.py
  - attackdataset.py
  - datasets.py
  - evaluator.py
  - postprocessor.py
  - preprocessor.py
- - __init__.py
  - ad_evaluator.py
  - arpl_evaluator.py
  - base_evaluator.py
  - ece_evaluator.py
  - fsood_evaluator.py
  - metrics.py
  - mos_evaluator.py
  - ood_evaluator.py
  - osr_evaluator.py
  - patchcore_evaluator.py
  - utils.py
- - __init__.py
  - draem_loss.py
  - focal.py
  - kdad_losses.py
  - rd4ad_loss.py
  - reweight.py
  - sce.py
  - ssim.py
- - __init__.py
  - adascale_net.py
  - arpl_net.py
  - ascood_net.py
  - ash_net.py
  - bit.py
  - cider_net.py
  - clip.py
  - conf_branch_net.py
  - csi_net.py
  - de_resnet18_256x256.py
  - densenet.py
  - dinov2.py
  - draem_net.py
  - dropout_net.py
  - dsvdd_net.py
  - godin_net.py
  - lenet.py
  - mcd_net.py
  - mmcls_featext.py
  - net_utils_.py
  - npos_net.py
  - opengan.py
  - openmax_net.py
  - palm_net.py
  - patchcore_net.py
  - projection_net.py
  - react_net.py
  - regnet_y_16gf.py
  - resnet18_224x224.py
  - resnet18_256x256.py
  - resnet18_32x32.py
  - resnet18_64x64.py
  - resnet50.py
  - rot_net.py
  - rts_net.py
  - scale_net.py
  - simclr_net.py
  - swin_t.py
  - t2fnorm_net.py
  - temp.py
  - udg_net.py
  - utils.py
  - vit.py
  - vit_b_16.py
  - wrn.py
- - __init__.py
  - feat_extract_opengan_pipeline.py
  - feat_extract_pipeline.py
  - finetune_pipeline.py
  - test_acc_pipeline.py
  - test_ad_pipeline.py
  - test_ood_pipeline.py
  - test_ood_pipeline_aps.py
  - train_ad_pipeline.py
  - train_aux_pipeline.py
  - train_ddt_pipeline.py
  - train_oe_pipeline.py
  - train_only_pipeline.py
  - train_opengan_pipeline.py
  - train_pipeline.py
  - utils.py
- - __init__.py
  - adascale_postprocessor.py
  - ash_postprocessor.py
  - base_postprocessor.py
  - cfood_postprocessor.py
  - cider_postprocessor.py
  - conf_branch_postprocessor.py
  - cutpaste_postprocessor.py
  - dice_postprocessor.py
  - draem_postprocessor.py
  - dropout_postprocessor.py
  - dsvdd_postprocessor.py
  - ebo_postprocessor.py
  - ensemble_postprocessor.py
  - fdbd_postprocessor.py
  - gen_postprocessor.py
  - gmm_postprocessor.py
  - godin_postprocessor.py
  - gradnorm_postprocessor.py
  - gram_postprocessor.py
  - grood.py
  - info.py
  - iodin_postprocessor.py
  - kl_matching_postprocessor.py
  - knn_postprocessor.py
  - maxlogit_postprocessor.py
  - mcd_postprocessor.py
  - mcm_postprocessor.py
  - mds_ensemble_postprocessor.py
  - mds_postprocessor.py
  - mos_postprocessor.py
  - nci_postprocessor.py
  - nnguide_postprocessor.py
  - npos_postprocessor.py
  - odin_postprocessor.py
  - opengan_postprocessor.py
  - openmax_postprocessor.py
  - patchcore_postprocessor.py
  - rankfeat_postprocessor.py
  - rd4ad_postprocessor.py
  - react_postprocessor.py
  - relation_postprocessor.py
  - residual_postprocessor.py
  - reweightood_postprocessor.py
  - rmds_postprocessor.py
  - rotpred_postprocessor.py
  - rts_postprocessor.py
  - scale_postprocessor.py
  - she_postprocessor.py
  - ssd_postprocessor.py
  - t2fnorm_postprocessor.py
  - temp_scaling_postprocessor.py
  - utils.py
  - vim_postprocessor.py
  - vra_postprocessor.py
- - __init__.py
  - augmix_preprocessor.py
  - base_preprocessor.py
  - cider_preprocessor.py
  - csi_preprocessor.py
  - cutout_preprocessor.py
  - cutpaste_preprocessor.py
  - draem_preprocessor.py
  - palm_preprocessor.py
  - pixmix_preprocessor.py
  - randaugment_preprocessor.py
  - test_preprocessor.py
  - transform.py
  - utils.py
- - __init__.py
  - ad_recorder.py
  - arpl_recorder.py
  - base_recorder.py
  - cider_recorder.py
  - cutpaste_recorder.py
  - draem_recorder.py
  - dsvdd_recorder.py
  - kdad_recorder.py
  - opengan_recorder.py
  - palm_recorder.py
  - rd4ad_recorder.py
  - utils.py
- - __init__.py
  - arpl_gan_trainer.py
  - arpl_trainer.py
  - ascood_trainer.py
  - augmix_trainer.py
  - base_trainer.py
  - cider_trainer.py
  - conf_branch_trainer.py
  - csi_trainer.py
  - cutmix_trainer.py
  - cutpaste_trainer.py
  - draem_trainer.py
  - dropout_trainer.py
  - dsvdd_trainer.py
  - godin_trainer.py
  - ish_trainer.py
  - kdad_trainer.py
  - logitnorm_trainer.py
  - lr_scheduler.py
  - mcd_trainer.py
  - mixoe_trainer.py
  - mixup_trainer.py
  - mos_trainer.py
  - npos_trainer.py
  - oe_trainer.py
  - opengan_trainer.py
  - palm_trainer.py
  - rd4ad_trainer.py
  - regmixup_trainer.py
  - reweightood_trainer.py
  - rotpred_trainer.py
  - rts_trainer.py
  - sae_trainer.py
  - t2fnorm_trainer.py
  - udg_trainer.py
  - utils.py
  - vos_trainer.py
- - __init__.py
  - comm.py
  - config.py
  - launch.py
  - logger.py
- __init__.py
- - pgd_cifar10_test_ood.sh
  - pgd_imagenet_test_ood.sh
- - download.py
  - download.sh
- - sweep_hyperparam.py
  - sweep_posthoc.py
  - sweep_posthoc.sh
  - sweep_posthoc_ood.sh
  - sweep_posthoc_osr.sh
  - sweep_posthoc_total.sh
  - sweep_train.py
  - sweep_train.sh
  - write_metrics.py
- attack_ood.py
- attack_ood_imagenet.py
- eval_ood.py
- eval_ood_imagenet.py
- eval_ood_imagenet_foundation_models.py
- - __init__.py
- - __init__.py
- __init__.py
- conftest.py
- test_infrastructure_validation.py
- - tsne_tools.py
- - plot.ipynb
  - report_gmm.ipynb
  - report_table.ipynb
- - hyperparam.py
.gitignore
.pre-commit-config.yaml
CODE_OF_CONDUCT.md
codespell_ignored.txt
CONTRIBUTING.md
easy_dev.ipynb
imglist_generator.py
LICENSE
main.py
poetry.lock
pyproject.toml
README.md
setup.py

🚀 Installation Guide

1. Get the code

git clone https://github.com/Jingkang50/OpenOOD

Downloads the entire project code from GitHub to your computer.

cd OpenOOD

Moves into the project folder you just downloaded.

2. Official Install Script

Easy Recommended

Prerequisites

Python 3 Python is required to use pip.

pip install git+https://github.com/Jingkang50/OpenOOD

Installs the package published on PyPI directly — no need to clone the source.

pip install libmr

Installs the package published on PyPI directly — no need to clone the source.

✅ After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.

Pulled directly from this repo's README.

3. Python

Easy

Prerequisites

Git Needed to download the project code from GitHub.
Python 3 On Windows, be sure to check 'Add Python to PATH' during installation.

pip install git+https://github.com/Jingkang50/OpenOOD

Installs the package published on PyPI directly — no need to clone the source.

pip install libmr

Installs the package published on PyPI directly — no need to clone the source.

✅ If it runs without errors and prints output in the terminal, it worked.

Pulled directly from this repo's README.

OpenOOD

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🚀 Installation Guide

2. Official Install Script

3. Python

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OpenOOD

File Explorer

🚀 Installation Guide

2. Official Install Script

3. Python

Today's picks

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Recent Feedback

Download README