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vos
source code for ICLR'22 paper "VOS: Learning What You Donβt 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 Donβt 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"MOOD
Code for CVPR2021 paper: MOOD: Multi-level Out-of-distribution Detectionsiren
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"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