out-of-distribution-detection

Out-of-distribution detection, robustness, and generalization resources. The repository contains a curated list of papers, tutorials, books, videos, articles and open-source libraries etc

awesome open-world outlier-detection anomaly open-set awesome-lists robustness anomaly-detection novelty-detection open-set-recognition out-of-distribution out-of-distribution-detection ood-detection ood-generalization out-of-distribution-generalization open-world-learning ood-robustness distribution-shifts out-of-distribution-robustness

UpdatedNov 5, 2025

hendrycks /outlier-exposure

Star570

Deep Anomaly Detection with Outlier Exposure (ICLR 2019)

deep-learning pytorch calibration anomaly anomaly-detection out-of-distribution-detection ml-safety

UpdatedOct 9, 2021
Python

Jingkang50 /OODSurvey

Star456

The Official Repository for "Generalized OOD Detection: A Survey"

outlier-detection anomaly-detection novelty-detection open-set-recognition out-of-distribution-detection ood-detection

UpdatedOct 9, 2022
Jupyter Notebook

mala-lab /ADBenchmarks-anomaly-detection-datasets

Star422

ADRepository: Real-world anomaly detection datasets, including tabular data (categorical and numerical data), time series data, graph data, image data, and video data.

dataset outlier-detection anomaly-detection novelty-detection video-anomaly-detection out-of-distribution-detection time-series-anomaly-detection unsupervised-anomaly-detection image-anomaly-detection graph-anomaly-detection semi-supervised-anomaly-detection weakly-supervised-anomaly-detection

UpdatedOct 1, 2025

alinlab /CSI

Star285

CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)

anomaly-detection novelty-detection out-of-distribution-detection contrastive-learning

UpdatedOct 19, 2023
Python

hendrycks /ss-ood

Star267

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

uncertainty robustness self-supervised self-supervised-learning out-of-distribution-detection ml-safety

UpdatedApr 29, 2021
Python

iCGY96 /ARPL

Star185

[TPAMI 2022] Adversarial Reciprocal Points Learning for Open Set Recognition

openset open-set-recognition out-of-distribution-detection openset-classification openset-recognition

UpdatedJun 30, 2023
Python

hendrycks /anomaly-seg

Star160

The Combined Anomalous Object Segmentation (CAOS) Benchmark

segmentation anomaly-detection carla-simulator out-of-distribution-detection ml-safety

UpdatedFeb 2, 2023
Python

shuolucs /Awesome-Out-Of-Distribution-Detection

Star152

[ACM CSUR 2025] Out-of-Distribution Detection: A Task-Oriented Survey of Recent Advances

awesome survey outlier-detection clip novelty-detection open-set-recognition out-of-distribution-detection open-world-detection llm mllm anomly-detection

UpdatedAug 20, 2025

thuiar /OKD-Reading-List

Star120

Papers for Open Knowledge Discovery

machine-learning natural-language-processing computer-vision natural-language-understanding open-set-recognition out-of-distribution-detection intent-discovery open-world-classification deep-clustering out-of-domain-detection

UpdatedDec 21, 2023
TeX

ashafaei /out-of-distribution-detection

Star118

The Ultimate Reference for Out of Distribution Detection with Deep Neural Networks

deep-learning anomaly-detection out-of-distribution-detection

UpdatedDec 31, 2019

nikitadurasov /masksembles

Star102

Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR 2021).

computer-vision deep-learning tensorflow paper torch uncertainty-neural-networks uncertainty-quantification uncertainty-estimation out-of-distribution-detection

UpdatedNov 9, 2025
Python

hendrycks /pre-training

Star100

Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

uncertainty calibration robustness adversarial-examples pretrained data-corruption out-of-distribution-detection ml-safety

UpdatedMar 1, 2022
Python

deeplearning-wisc /MCM

Star92

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

representation-learning out-of-distribution-detection vision-language contrastive-learning

UpdatedMar 12, 2024
Python

Federated Learning with New Knowledge -- explore to incorporate various new knowledge into existing FL systems and evolve these systems to reduce costs, extend their lifespan, and facilitate sustainable development.

sustainability domain-adaptation multiparty-computation federated-learning continual-learning out-of-distribution-detection domain-generalization foundation-models large-language-models

UpdatedFeb 7, 2024

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out-of-distribution-detection

Here are 152 public repositories matching this topic...

cleanlab /cleanlab

yzhao062 /pyod

JavierAntoran /Bayesian-Neural-Networks

iCGY96 /awesome_OpenSetRecognition_list

Jingkang50 /OpenOOD

huytransformer /Awesome-Out-Of-Distribution-Detection