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vos
source code for ICLR'22 paper "VOS: Learning What You Donโt Know by Virtual Outlier Synthesis"knn-ood
Code for ICML 2022 paper "Out-of-distribution Detection with Deep Nearest Neighbors"stud
source code for CVPR'22 paper "Unknown-Aware Object Detection: Learning What You Donโt Know from Videos in the Wild"large_scale_ood
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic SpaceMCM
PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022dream-ood
source code for NeurIPS'23 paper "Dream the Impossible: Outlier Imagination with Diffusion Models"gradnorm_ood
On the Importance of Gradients for Detecting Distributional Shifts in the Wildnpos
source code for ICLR'23 paper "Non-parametric Outlier Synthesis"react
Code for NeurIPS 2021 paper "ReAct: Out-of-distribution Detection With Rectified Activations"dice
Code for ECCV 2022 paper "DICE: Leveraging Sparsification for Out-of-Distribution Detection"opencon
Code for TMLR 2023 paper "OpenCon: Open-world Contrastive Learning"siren
source code for NeurIPS'22 paper "SIREN: Shaping Representations for Detecting Out-of-Distribution Objects"multi-label-ood
cider
PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023poem
PyTorch implementation of POEM (Out-of-distribution detection with posterior sampling), ICML 2022Spurious_OOD
vit-spurious-robustness
picle
Official code for ICML 2024 paper on Persona In-Context Learning (PICLe)NSCL
Code for ICML 2023 paper "When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis"sal
source code for ICLR'24 paper "How does unlabeled data provably help OOD detection?"sorl
Code for NeurIPS 2023 paper "A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning"scone
hypo
id_label
source code for ICML'24 paper "When and how does in-distribution label help out-of-distribution detection?"PG-DRO
Official Implementation of AAAI 2023 paper "Distributionally Robust Optimization with Probabilistic Groups"haloscope
source code for NeurIPS'24 paper "HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection"Love Open Source and this site? Check out how you can help us