The Wayback Machine - https://web.archive.org/web/20230814131637/https://github.com/topics/out-of-distribution-detection

#

out-of-distribution-detection

Here are 98 public repositories matching this topic...

yzhao062 / pyod

A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

python data-science machine-learning data-mining deep-learning python3 neural-networks outliers autoencoder data-analysis outlier-detection anomaly python2 unsupervised-learning fraud-detection anomaly-detection outlier-ensembles novelty-detection out-of-distribution-detection

Updated Jul 19, 2023
Python

cleanlab / cleanlab

The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

Updated Aug 12, 2023
Python

JavierAntoran / Bayesian-Neural-Networks

Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

deep-learning reproducible-research regression pytorch uncertainty classification uncertainty-neural-networks bayesian-inference mcmc variational-inference hmc bayesian-neural-networks langevin-dynamics approximate-inference local-reparametrization-trick kronecker-factored-approximation mc-dropout bayes-by-backprop out-of-distribution-detection sgld

Updated May 1, 2020
Jupyter Notebook

iCGY96 / awesome_OpenSetRecognition_list

A curated list of papers & resources linked to open set recognition, out-of-distribution, open set domain adaptation and open world recognition

open-source awesome-list open-set open-set-recognition open-word-recognition out-of-distribution-detection open-set-domain-adaptation

Updated Jun 5, 2023

OpenOOD

Jingkang50 / OpenOOD

Benchmarking Generalized Out-of-Distribution Detection

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

Updated Aug 14, 2023
Python

hendrycks / outlier-exposure

Deep Anomaly Detection with Outlier Exposure (ICLR 2019)

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

Updated Oct 9, 2021
Python

Jingkang50 / OODSurvey

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

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

Updated Oct 9, 2022
Jupyter Notebook

continuousml / Awesome-Out-Of-Distribution-Detection

A professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc for Out-of-distribution detection, robustness, and generalization

python distribution awesome deep-learning machine open-world awesome-list ood robustness generalization out-of-distribution out-of-distribution-detection ood-detection ood-generalization distribution-shift out-of-distribution-generalization open-world-learning

Updated Aug 13, 2023

hendrycks / ss-ood

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

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

Updated Apr 29, 2021
Python

alinlab / CSI

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

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

Updated Feb 24, 2021
Python

GuansongPang / ADRepository-Anomaly-detection-datasets

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

Updated Apr 24, 2023

hendrycks / anomaly-seg

The Combined Anomalous Object Segmentation (CAOS) Benchmark

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

Updated Feb 2, 2023
Python

ashafaei / out-of-distribution-detection

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

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

Updated Dec 31, 2019

thuiar / OKD-Reading-List

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

Updated Apr 19, 2023
TeX

iCGY96 / ARPL

[TPAMI 2021] Adversarial Reciprocal Points Learning for Open Set Recognition

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

Updated Jun 30, 2023
Python

hendrycks / pre-training

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

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

Updated Mar 1, 2022
Python

nikitadurasov / masksembles

Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR2021).

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

Updated Jun 22, 2021
Python

megvii-research / FSSD_OoD_Detection

Feature Space Singularity for Out-of-Distribution Detection. (SafeAI 2021)

anomaly ai-safety anomaly-detection out-of-distribution-detection ood-detection

Updated Feb 15, 2021
Python

thuiar / Adaptive-Decision-Boundary

Deep Open Intent Classification with Adaptive Decision Boundary (AAAI 2021)

natural-language-processing artificial-intelligence intent-detection out-of-distribution-detection aaai2021 open-classification

Updated Feb 7, 2022
Python

nazim1021 / OOD-detection-using-OECC

Outlier Exposure with Confidence Control for Out-of-Distribution Detection

deep-learning pytorch calibration anomaly-detection novelty-detection in-distribution out-of-distribution-detection confidence-control outlier-exposure

Updated Mar 13, 2021
Jupyter Notebook

Improve this page

Add a description, image, and links to the out-of-distribution-detection topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the out-of-distribution-detection topic, visit your repo's landing page and select "manage topics."