out-of-distribution-detection

There are 12 repositories under out-of-distribution-detection topic.

cleanlab / cleanlab
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
weak-supervision data-cleaning data-quality data-science noisy-labels data-centric-ai out-of-distribution-detection outlier-detection active-learning data-labeling data-profiling data-validation data-analysis labeling data-curation annotation dataops dataquality llms datasets
Language:Python 8745
yzhao062 / pyod
A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
anomaly anomaly-detection autoencoder data-analysis data-mining data-science deep-learning fraud-detection machine-learning neural-networks novelty-detection out-of-distribution-detection outlier-detection outlier-ensembles outliers python python3 unsupervised-learning
Language:Python 7983
JavierAntoran / Bayesian-Neural-Networks
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
approximate-inference bayes-by-backprop bayesian-inference bayesian-neural-networks classification deep-learning hmc kronecker-factored-approximation langevin-dynamics local-reparametrization-trick mc-dropout mcmc out-of-distribution-detection pytorch regression reproducible-research sgld uncertainty uncertainty-neural-networks variational-inference
Language:Jupyter Notebook 1752
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
awesome-list open-set open-set-domain-adaptation open-set-recognition open-source open-word-recognition out-of-distribution-detection
1017
OpenOOD
Jingkang50 / OpenOOD
Benchmarking Generalized Out-of-Distribution Detection
out-of-distribution-detection anomaly-detection open-set-recognition novelty-detection outlier-detection robustness
Language:Python 755
huytransformer / 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
awesome deep-learning distribution distribution-shift machine ood ood-detection ood-generalization out-of-distribution out-of-distribution-detection out-of-distribution-generalization python robustness open-world open-world-learning generalization awesome-list
552
hendrycks / outlier-exposure
Deep Anomaly Detection with Outlier Exposure (ICLR 2019)
anomaly anomaly-detection calibration deep-learning pytorch out-of-distribution-detection ml-safety
Language:Python 531
Jingkang50 / OODSurvey
The Official Repository for "Generalized OOD Detection: A Survey"
anomaly-detection novelty-detection ood-detection open-set-recognition out-of-distribution-detection outlier-detection
Language:Jupyter Notebook 428
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.
anomaly-detection outlier-detection novelty-detection dataset time-series-anomaly-detection video-anomaly-detection graph-anomaly-detection image-anomaly-detection out-of-distribution-detection unsupervised-anomaly-detection semi-supervised-anomaly-detection weakly-supervised-anomaly-detection
328
alinlab / CSI
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)
novelty-detection anomaly-detection out-of-distribution-detection contrastive-learning
Language:Python 269
hendrycks / ss-ood
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
robustness out-of-distribution-detection uncertainty self-supervised-learning self-supervised ml-safety
Language:Python 263
hendrycks / anomaly-seg
The Combined Anomalous Object Segmentation (CAOS) Benchmark
segmentation carla-simulator anomaly-detection out-of-distribution-detection ml-safety
Language:Python 153
iCGY96 / ARPL
[TPAMI 2021] Adversarial Reciprocal Points Learning for Open Set Recognition
open-set-recognition openset openset-classification openset-recognition out-of-distribution-detection
Language:Python 136
ashafaei / out-of-distribution-detection
The Ultimate Reference for Out of Distribution Detection with Deep Neural Networks
anomaly-detection out-of-distribution-detection deep-learning
118
thuiar / OKD-Reading-List
Papers for Open Knowledge Discovery
out-of-domain-detection out-of-distribution-detection intent-discovery natural-language-processing natural-language-understanding deep-clustering machine-learning computer-vision open-world-classification open-set-recognition
Language:TeX 116
hendrycks / pre-training
Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)
pretrained robustness uncertainty out-of-distribution-detection calibration adversarial-examples data-corruption ml-safety
Language:Python 98
nikitadurasov / masksembles
Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR 2021).
uncertainty-estimation deep-learning computer-vision tensorflow torch uncertainty-quantification uncertainty-neural-networks paper out-of-distribution-detection
Language:Python 94
megvii-research / FSSD_OoD_Detection
Feature Space Singularity for Out-of-Distribution Detection. (SafeAI 2021)
ood-detection anomaly-detection ai-safety out-of-distribution-detection anomaly
Language:Python 80
dlmacedo / entropic-out-of-distribution-detection
A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference time) and detection without classification accuracy drop, hyperparameter tuning, or collecting additional data.
ai-safety anomaly-detection deep-learning machine-learning novelty-detection ood ood-detection open-set open-set-recognition osr out-of-distribution out-of-distribution-detection pytorch robust-machine-learning trustworthy-ai trustworthy-machine-learning
Language:Python 75
thuiar / Adaptive-Decision-Boundary
Deep Open Intent Classification with Adaptive Decision Boundary (AAAI 2021)
open-classification natural-language-processing artificial-intelligence intent-detection out-of-distribution-detection aaai2021
Language:Python 70
conditionWang / FLNK
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.
continual-learning federated-learning domain-adaptation domain-generalization foundation-models large-language-models multiparty-computation out-of-distribution-detection sustainability
69
iCGY96 / APR
[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain
domain-generalization frequency-analysis imagenet-c out-of-distribution-detection robustness
Language:Python 69
Jingkang50 / ICCV21_SCOOD
The Official Implementation of the ICCV-2021 Paper: Semantically Coherent Out-of-Distribution Detection.
computer-vision out-of-distribution-detection ood ood-detection model-robustness out-of-distribution
Language:Python 68
nazim1021 / OOD-detection-using-OECC
Outlier Exposure with Confidence Control for Out-of-Distribution Detection
out-of-distribution-detection confidence-control calibration outlier-exposure anomaly-detection in-distribution novelty-detection deep-learning pytorch
Language:Jupyter Notebook 68
qitianwu / GraphOOD-GNNSafe
The official implementation for ICLR23 paper "GNNSafe: Energy-based Out-of-Distribution Detection for Graph Neural Networks"
anamoly-detection artificial-intelligence deep-learning distribution-shift geometric-deep-learning graph-neural-networks label-propagation large-graph node-classification out-of-distribution-detection outlier-detection pytorch pytorch-geometric trustworthy-ai out-of-distribution-generalization
Language:Python 67
camelop / NLP-Robustness
OOD Generalization and Detection (ACL 2020)
transformers bert roberta albert robustness out-of-distribution out-of-domain domain-generalization out-of-distribution-detection
Language:Python 59
deeplearning-wisc / MCM
PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022
contrastive-learning out-of-distribution-detection representation-learning vision-language
Language:Python 57
taslimisina / osr-ood-ad-methods
This is the official repository for the paper "A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges".
anomaly-detection novelty-detection open-set-recognition out-of-distribution-detection
Language:Python 52
alinlab / MASKER
MASKER: Masked Keyword Regularization for Reliable Text Classification (AAAI 2021)
text-classification out-of-distribution-detection domain-generalization
Language:Python 51
miniHuiHui / awesome-out-of-distribution-detection
Paper of out of distribution detection and generalization
ood ood-detection out-of-distribution-detection
50
deeplearning-wisc / cider
PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023
contrastive-learning out-of-distribution-detection representation-learning
Language:Python 49
NazirNayal8 / RbA
Official code for RbA: Segmenting Unknown Regions Rejected by All (ICCV 2023)
autonomous-driving deep-learning iccv2023 open-set-recognition out-of-distribution-detection semantic-segmentation unknown-segmentation mask-classification
Language:Python 48
deel-ai / oodeel
Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.
deep-neural-networks out-of-distribution-detection post-hoc-analysis pytorch robustness tensorflow
Language:Python 47
dlmacedo / distinction-maximization-loss
A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increase inference time) without repetitive model training, hyperparameter tuning, or collecting additional data.
classification deep-learning machine-learning open-set-recognition out-of-distribution-detection pytorch robust-machine-learning trustworthy-ai trustworthy-machine-learning uncertainty-estimation ai-safety anomaly-detection novelty-detection ood ood-detection open-set osr out-of-distribution
Language:Python 45
ENSTA-U2IS-AI / LDU
Latent Discriminant deterministic Uncertainty [ECCV2022]
classification deep-neural-networks eccv2022 monocular-depth-estimation out-of-distribution-detection semantic-segmentation uncertainty-estimation
Language:Python 37
Impression2805 / Awesome-Failure-Detection
A list of papers that studies out-of-distribution (OOD) detection and misclassification detection (MisD)
failure-detection failure-prediction misclassification-detection out-of-distribution-detection safety safety-critical selective-classification reliable-prediction confidence-estimation uncertainty uncertainty-estimation uncertainty-quantification
35

out-of-distribution-detection

cleanlab / cleanlab

yzhao062 / pyod

JavierAntoran / Bayesian-Neural-Networks

iCGY96 / awesome_OpenSetRecognition_list

Jingkang50 / OpenOOD

huytransformer / Awesome-Out-Of-Distribution-Detection

hendrycks / outlier-exposure

Jingkang50 / OODSurvey

GuansongPang / ADRepository-Anomaly-detection-datasets

alinlab / CSI

hendrycks / ss-ood

hendrycks / anomaly-seg

iCGY96 / ARPL

ashafaei / out-of-distribution-detection

thuiar / OKD-Reading-List

hendrycks / pre-training

nikitadurasov / masksembles

megvii-research / FSSD_OoD_Detection

dlmacedo / entropic-out-of-distribution-detection

thuiar / Adaptive-Decision-Boundary

conditionWang / FLNK

iCGY96 / APR

Jingkang50 / ICCV21_SCOOD

nazim1021 / OOD-detection-using-OECC

qitianwu / GraphOOD-GNNSafe

camelop / NLP-Robustness

deeplearning-wisc / MCM

taslimisina / osr-ood-ad-methods

alinlab / MASKER

miniHuiHui / awesome-out-of-distribution-detection

deeplearning-wisc / cider

NazirNayal8 / RbA

deel-ai / oodeel

dlmacedo / distinction-maximization-loss

ENSTA-U2IS-AI / LDU

Impression2805 / Awesome-Failure-Detection