deeplearning-wisc Goto Github PK

args

cider

PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023

dice

Code for ECCV 2022 paper "DICE: Leveraging Sparsification for Out-of-Distribution Detection"

dream-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 Wild

hypo

id_label

source code for ICML'24 paper "When and how does in-distribution label help out-of-distribution detection?"

knn-ood

Code for ICML 2022 paper "Out-of-distribution Detection with Deep Nearest Neighbors"

large_scale_ood

MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space

mcm

PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022

mood

Code for CVPR2021 paper: MOOD: Multi-level Out-of-distribution Detection

multi-label-ood

npos

source code for ICLR'23 paper "Non-parametric Outlier Synthesis"

nscl

Code for ICML 2023 paper "When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis"

opencon

Code for TMLR 2023 paper "OpenCon: Open-world Contrastive Learning"

pg-dro

Official Implementation of AAAI 2023 paper "Distributionally Robust Optimization with Probabilistic Groups"

picle

Official code for ICML 2024 paper on Persona In-Context Learning (PICLe)

poem

PyTorch implementation of POEM (Out-of-distribution detection with posterior sampling), ICML 2022

react

Code for NeurIPS 2021 paper "ReAct: Out-of-distribution Detection With Rectified Activations"

sal

source code for ICLR'24 paper "How does unlabeled data provably help OOD detection?"

scone

siren

source code for NeurIPS'22 paper "SIREN: Shaping Representations for Detecting Out-of-Distribution Objects"

snn

Official Implementation of AAAI 2024 "How to Overcome Curse-of-Dimensionality for OOD Detection?" paper

sorl

Code for NeurIPS 2023 paper "A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning"

spurious_ood

stud

source code for CVPR'22 paper "Unknown-Aware Object Detection: Learning What You Don’t Know from Videos in the Wild"

vit-spurious-robustness

vos

source code for ICLR'22 paper "VOS: Learning What You Don’t Know by Virtual Outlier Synthesis"