GitHub topics: out-of-distribution-detection
aria-ml/dataeval
Python library for analyzing data quality and its impact on model performance across classification and object-detection tasks.
Language: Python - Size: 839 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 10 - Forks: 1
deel-ai/oodeel
Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.
Language: Python - Size: 102 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 58 - Forks: 2
huytransformer/Awesome-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
Size: 501 KB - Last synced at: 4 days ago - Pushed at: about 1 month ago - Stars: 920 - Forks: 74
shuolucs/Awesome-Out-Of-Distribution-Detection
A curated list of awesome out-of-distribution detection resources.
Size: 2.01 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 45 - Forks: 3
team-daniel/cedl
Our Conflict-aware Evidential Deep Learning (C-EDL) method enhances robustness to OOD and adversarial inputs by combining evidence from metamorphic transformations and reducing evidence when conflicts arise, signalling higher uncertainty.
Language: Python - Size: 567 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 0
yzhao062/pyod
A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques
Language: Python - Size: 39.3 MB - Last synced at: 12 days ago - Pushed at: about 2 months ago - Stars: 9,231 - Forks: 1,416
cwangrun/MGProto
[TPAMI 2025] Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image Recognition
Language: Python - Size: 2.5 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 7 - Forks: 0
Jingkang50/OpenOOD
Benchmarking Generalized Out-of-Distribution Detection
Language: Python - Size: 78.3 MB - Last synced at: 22 days ago - Pushed at: 26 days ago - Stars: 962 - Forks: 136
rwl93/bnp4ood
Bayesian non-parametrics for out of distribution detection
Language: Jupyter Notebook - Size: 531 KB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 0 - Forks: 0
fanghenshaometeor/ood-kernel-pca
[NeurIPS 2024] Kernel PCA for Out-of-Distribution Detection
Language: Python - Size: 25.6 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 3 - Forks: 3
JavierAntoran/Bayesian-Neural-Networks
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
Language: Jupyter Notebook - Size: 15.6 MB - Last synced at: 23 days ago - Pushed at: over 1 year ago - Stars: 1,893 - Forks: 308
mckellwoodland/dimen_reduce_mahal
Official Repository for the MELBA paper entitled "Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation".
Language: Python - Size: 3.27 MB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 2 - Forks: 0
cleanlab/cleanlab
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
Language: Python - Size: 11.5 MB - Last synced at: 26 days ago - Pushed at: 2 months ago - Stars: 10,536 - Forks: 826
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
Size: 368 KB - Last synced at: 22 days ago - Pushed at: over 1 year ago - Stars: 1,142 - Forks: 150
nazim1021/OOD-detection-using-OECC
Outlier Exposure with Confidence Control for Out-of-Distribution Detection
Language: Jupyter Notebook - Size: 107 MB - Last synced at: 21 days ago - Pushed at: over 4 years ago - Stars: 70 - Forks: 8
hendrycks/outlier-exposure
Deep Anomaly Detection with Outlier Exposure (ICLR 2019)
Language: Python - Size: 360 MB - Last synced at: 21 days ago - Pushed at: over 3 years ago - Stars: 559 - Forks: 107
Phonkerxcc/Skin-Lesion-Detection
Skin Lesion Detection Using Convolutional Neural Network
Language: Jupyter Notebook - Size: 181 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
miniHuiHui/awesome-out-of-distribution-detection
Paper of out of distribution detection and generalization
Size: 119 KB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 56 - Forks: 5
Jingkang50/OODSurvey
The Official Repository for "Generalized OOD Detection: A Survey"
Language: Jupyter Notebook - Size: 2.08 MB - Last synced at: 20 days ago - Pushed at: over 2 years ago - Stars: 455 - Forks: 40
iCGY96/ARPL
[TPAMI 2022] Adversarial Reciprocal Points Learning for Open Set Recognition
Language: Python - Size: 824 KB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 167 - Forks: 28
anonymouspaper2025/Robustness-in-Network-Intrusion-Detection-with-Adversarial-Training-and-OOD
Repository with supplementary material to Robustness in Network Intrusion Detection with Adversarial Training and Ouf-of-Distribution
Language: TeX - Size: 52.9 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0
boschresearch/rince 📦
This is the code accompanying the AAAI 2022 paper "Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives" https://arxiv.org/abs/2201.11736 . The method allows you to use additional ranking information for representation learning.
Language: Python - Size: 13.7 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 25 - Forks: 4
edadaltocg/detectors
Python package to accelerate research on generalized out-of-distribution (OOD) detection.
Language: Python - Size: 4.8 MB - Last synced at: 2 days ago - Pushed at: 12 months ago - Stars: 12 - Forks: 0
YutingLi0606/SURE
“SURE: SUrvey REcipes for building reliable and robust deep networks” (CVPR 2024) & (ECCV 2024 OOD-CV Challenge Winner)
Language: Python - Size: 5.55 MB - Last synced at: 2 months ago - Pushed at: 7 months ago - Stars: 57 - Forks: 5
mckellwoodland/ood_translation
This repository contains the code utilized to translate OOD detection into clinical applications.
Language: Python - Size: 31.3 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
Jingkang50/ICCV21_SCOOD
The Official Implementation of the ICCV-2021 Paper: Semantically Coherent Out-of-Distribution Detection.
Language: Python - Size: 11.2 MB - Last synced at: 2 months ago - Pushed at: about 3 years ago - Stars: 70 - Forks: 9
kkirchheim/logic-ood
🤔 Out-of-Distribution Detection with Logical Reasoning
Language: Jupyter Notebook - Size: 3.11 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 0
marksgraham/ddpm-ood
Official PyTorch code for "Out-of-distribution detection with denoising diffusion models"
Language: Python - Size: 173 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 49 - Forks: 7
sudarshanregmi/ASCOOD
Official code for arXiv preprint arXiv:2411.10794: "Going Beyond Conventional OOD Detection"
Language: Python - Size: 2.34 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
hendrycks/anomaly-seg
The Combined Anomalous Object Segmentation (CAOS) Benchmark
Language: Python - Size: 230 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 157 - Forks: 20
uulm-mrm/mmood3d
[IV 2024] Official code for "Revisiting Out-of-Distribution Detection in LiDAR-based 3D Object Detection"
Language: Python - Size: 327 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 12 - Forks: 0
fanghenshaometeor/ood-mode-ensemble
[Int. J. Comput. Vis. 2024] Revisiting Deep Ensemble for Out-of-Distribution Detection: A Loss Landscape Perspective
Language: Python - Size: 491 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 1
carpentries-incubator/fair-explainable-ml
Fair and explainable ML workshop
Language: Jupyter Notebook - Size: 42.7 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 3 - Forks: 6
iCGY96/APR
[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain
Language: Python - Size: 4.36 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 75 - Forks: 9
LarsDoorenbos/Nonlinear-invariants
Repository for "Learning Non-Linear Invariants for Unsupervised Out-of-Distribution Detection" (ECCV 2024)
Language: Python - Size: 375 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0
glhr/ood-labelnoise
"A noisy elephant in the room: Is your out-of-distribution detector robust to label noise?" (CVPR 2024)
Language: Jupyter Notebook - Size: 29 MB - Last synced at: 3 months ago - Pushed at: 9 months ago - Stars: 9 - Forks: 0
UESTC-nnLab/MVOL
Official code for AAAI2025 paper "Mining In-distribution Attributes in Outliers for Out-of-distribution Detection"
Language: Python - Size: 793 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0
deeplearning-wisc/MCM
PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022
Language: Python - Size: 100 MB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 76 - Forks: 9
sudarshanregmi/ReweightOOD
Official code for CVPRW-2024 paper "ReweightOOD: Loss Reweighting for Distance-based OOD Detection".
Language: Python - Size: 2.83 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 8 - Forks: 1
KingJamesSong/RankFeat
NeurIPS22 "RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection" and T-PAMI Extension
Language: Python - Size: 2.48 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 19 - Forks: 1
dlmacedo/robust-deep-learning
A project to train your model from scratch or fine-tune a pretrained model using the losses provided in this library to improve out-of-distribution detection and uncertainty estimation performances. Calibrate your model to produce enhanced uncertainty estimations. Detect out-of-distribution data using the defined score type and threshold.
Language: Python - Size: 4.16 MB - Last synced at: 10 days ago - Pushed at: over 2 years ago - Stars: 17 - Forks: 3
deeplearning-wisc/cider
PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023
Language: Python - Size: 135 MB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 56 - Forks: 8
StanfordASL/data-lifecycle-management
Code accompanying the AI4Space 2022 paper "Data Lifecycle Management in Evolving Input Distributions for Learning-based Aerospace Applications" by Somrita Banerjee, Apoorva Sharma, Edward Schmerling, Max Spolaor, Michael Nemerouf, and Marco Pavone.
Language: Jupyter Notebook - Size: 403 MB - Last synced at: about 1 month ago - Pushed at: 6 months ago - Stars: 5 - Forks: 1
mala-lab/AdaptOD
Official implementation for "Long-Tailed Out-of-Distribution Detection via Normalized Outlier Distribution Adaptation" (NeurIPS'24)
Language: Python - Size: 6.84 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0
hendrycks/pre-training
Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)
Language: Python - Size: 63.8 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 100 - Forks: 18
HarryAnthony/Mahalanobis-OOD-detection
A framework for studying the best practises for Mahalanobis distance for OOD detection
Language: Python - Size: 9.8 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 13 - Forks: 0
LarsDoorenbos/NCIS
Repository for "Non-Linear Outlier Synthesis for Out-of-Distribution Detection"
Language: Python - Size: 2.7 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0
Andy-wyx/cloud
CSCI2470 Deep Learning Spring 2024: Enhancing Out-of-Distribution Object Detection with CLIP: A Vision-Language Approach
Language: Python - Size: 6.87 MB - Last synced at: 6 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0
MengyuanChen21/ICLR2024-REDL
[ICLR 2024 Spotlight] R-EDL: Relaxing Nonessential Settings of Evidential Deep Learning
Language: Python - Size: 71.3 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 34 - Forks: 3
marksgraham/transformer-ood
Official PyTorch code for "Transformer-based out-of-distribution detection for clinically safe segmentation"
Language: Python - Size: 53.7 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 0
shchur/tpp-anomaly-detection
Implementation of "Detecting Anomalous Event Sequences with Temporal Point Processes" (NeurIPS 2021)
Language: Jupyter Notebook - Size: 38.3 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 24 - Forks: 6
hendrycks/ss-ood
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
Language: Python - Size: 8.11 MB - Last synced at: 2 months ago - Pushed at: about 4 years ago - Stars: 266 - Forks: 30
edshkim98/LocalDiffusion-Hallucination
Official code for 'Tackling Structural Hallucination in Image Translation with Local Diffusion' (ECCV'24 Oral)
Language: Python - Size: 33.2 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 6 - Forks: 0
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.
Size: 2.01 MB - Last synced at: 9 months ago - Pushed at: over 1 year ago - Stars: 76 - Forks: 10
Blupblupblup/Near-OOD-Doppler-Signatures
Companion repository of the "Near OOD detection for low-resolution radar micro-Doppler signatures" paper
Language: Python - Size: 4.91 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 7 - Forks: 3
ENSTA-U2IS-AI/LDU
Latent Discriminant deterministic Uncertainty [ECCV2022]
Language: Python - Size: 569 KB - Last synced at: 6 months ago - Pushed at: almost 3 years ago - Stars: 39 - Forks: 6
shaoyijia/CMG
Code for ECML-PKDD 2022 Paper --- CMG: A Class-Mixed Generation Approach to Out-of-Distribution Detection
Language: Python - Size: 334 KB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 1
wjun0830/Localizable-Rotation
Official PyTorch Repository of "Tailoring Self-Supervision for Supervised Learning" (ECCV 2022 Paper)
Language: Python - Size: 184 KB - Last synced at: 11 months ago - Pushed at: almost 2 years ago - Stars: 29 - Forks: 3
ENSTA-U2IS-AI/MUAD-Dataset
MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks [BMVC 2022]
Language: Python - Size: 72.3 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 27 - Forks: 1
mala-lab/COCL
Official implementation for "Out-of-Distribution Detection in Long-Tailed Recognition with Calibrated Outlier Class Learning" (AAAI'24)
Language: Python - Size: 2.76 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 10 - Forks: 2
chrhenning/uncertainty_based_ood
Exploring the link between uncertainty estimates obtained via "exact" Bayesian inference and out-of-distribution (OOD) detection.
Language: Jupyter Notebook - Size: 13.2 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 1
Alsace08/OOD-Math-Reasoning
Code and Data Repo for Paper "Trajectory Volatility for Out-of-Distribution Detection in Mathematical Reasoning"
Language: Python - Size: 1.71 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0
mala-lab/PEBAL Fork of tianyu0207/PEBAL
[ECCV'22 Oral] Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes. Dealing with out-of-distribution detection or open-set recognition in semantic segmentation.
Size: 670 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0
mala-lab/NegPrompt
The official implementation of CVPR 24' Paper "Learning Transferable Negative Prompts for Out-of-Distribution Detection"
Language: Python - Size: 7.36 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 12 - Forks: 2
HailongHuPri/OODGANAttack
Fooling Machine Learning Models: A Novel Out-of-Distribution Attack through Generative Adversarial Networks
Language: Python - Size: 134 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0
shyam671/Mask2Anomaly-Unmasking-Anomalies-in-Road-Scene-Segmentation
[ICCV'23 Oral] Unmasking Anomalies in Road-Scene Segmentation
Language: Python - Size: 561 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 35 - Forks: 4
NazirNayal8/RbA
Official code for RbA: Segmenting Unknown Regions Rejected by All (ICCV 2023)
Language: Python - Size: 289 KB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 47 - Forks: 5
ashafaei/out-of-distribution-detection
The Ultimate Reference for Out of Distribution Detection with Deep Neural Networks
Size: 7.81 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 118 - Forks: 5
qitianwu/GraphOOD-GNNSafe
The official implementation for ICLR23 paper "GNNSafe: Energy-based Out-of-Distribution Detection for Graph Neural Networks"
Language: Python - Size: 2.37 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 64 - Forks: 4
Simcs/OOD-with-ViT
[BigComp2023] "Attention Masking for Improved Near Out-of-Distribution Image Detection". Improving OOD detection using attention maps obtained from vision transformer.
Language: Jupyter Notebook - Size: 12.3 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 4 - Forks: 0
VITA-Group/LTH-Pass
[TMLR] "Can You Win Everything with Lottery Ticket?" by Tianlong Chen, Zhenyu Zhang, Jun Wu, Randy Huang, Sijia Liu, Shiyu Chang, Zhangyang Wang
Language: Python - Size: 8.54 MB - Last synced at: about 2 months ago - Pushed at: almost 3 years ago - Stars: 10 - Forks: 2
jhornauer/mde_ood
Out-of-Distribution Detection for Monocular Depth Estimation (ICCV 2023)
Language: Python - Size: 516 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 0
jhornauer/heatmap_ood
Heatmap-based Out-of-Distribution Detection (WACV 2023)
Language: Python - Size: 586 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 12 - Forks: 1
HrithikNambiar/Out-of-Distribution-Detection-for-Skin-Lesion-Classification
Deep Learning (CS F425): Course Project
Language: Jupyter Notebook - Size: 938 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0
irmlma/uncertainty-quantification-snf
Uncertainty quantification and out-of-distribution detection using surjective normalizing flows
Language: Python - Size: 563 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0
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.
Language: Python - Size: 2.45 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 45 - Forks: 5
mala-lab/out-of-distribution-detection-resources
Top-tier conference papers on out-of-distribution detection
Size: 150 KB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 10 - Forks: 1
gudovskiy/flowenedet
Official PyTorch code for UAI 2023 paper "Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow"
Language: Python - Size: 2.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 9 - Forks: 0
Impression2805/Awesome-Failure-Detection
A list of papers that studies out-of-distribution (OOD) detection and misclassification detection (MisD)
Size: 96.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 27 - Forks: 1
nikitadurasov/masksembles
Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR2021).
Language: Python - Size: 253 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 92 - Forks: 12
mckellwoodland/feature_ood_med
Official repository for the paper entitled "Feature-based Out-of-Distribution Detection for Medical Imaging Segmentation".
Language: Python - Size: 54.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0
thuiar/OKD-Reading-List
Papers for Open Knowledge Discovery
Language: TeX - Size: 268 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 113 - Forks: 23
edadaltocg/Igeood
Code for our paper "Igeood: An Information Geometry Approach to Out-of-Distribution Detection". ICLR 2022
Language: Python - Size: 78.1 KB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 6 - Forks: 0
mala-lab/ADRepository-Anomaly-detection-datasets
Popular real-world datasets for anomaly detection on tabular data, graph data, image data, time series data, and video data
Size: 40.1 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 5 - Forks: 3
neerajwagh/evaluating-eeg-representations
Resources for the paper titled "Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts". Accepted at NeurIPS 2022.
Size: 5.86 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 14 - Forks: 0
AndrewZhou924/graph-ood-detection
A curated list of resources for OOD detection with graph data.
Size: 36.1 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 0
mikemikezhu/FedILC
Our proposed FedILC algorithm leverages the gradient covariance and weighted geometric mean of Hessians to capture both inter-silo and intra-silo consistencies of environments and unravel the domain shift problems in federated networks
Language: Python - Size: 167 KB - Last synced at: 12 months ago - Pushed at: about 3 years ago - Stars: 7 - Forks: 0
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.
Size: 40.1 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 267 - Forks: 43
alinlab/CSI
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)
Language: Python - Size: 5.88 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 259 - Forks: 60
JortdeJong13/epistemic-uncertainty
Epistemic uncertainty, sometimes referred to as model uncertainty, describes what the model does not know because training data was not appropriate. Modelling epistemic uncertainty is crucial to prevent ill advised discussion making due to over confident models.
Language: Jupyter Notebook - Size: 8.74 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0
Blupblupblup/Deep-MSVDD-PyTorch
PyTorch implementation of DeepMSVDD
Language: Jupyter Notebook - Size: 7.37 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 0
alinlab/MASKER
MASKER: Masked Keyword Regularization for Reliable Text Classification (AAAI 2021)
Language: Python - Size: 11.8 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 51 - Forks: 12
j-cb/NINCO
Code and data for the paper "In or Out? Fixing ImageNet Out-of-Distribution Detection Evaluation"
Language: Jupyter Notebook - Size: 19.4 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 11 - Forks: 0
Sushil-Thapa/Abstention-OoD
Supplementary Python code for our Out-Of-Distribution paper
Language: Python - Size: 429 KB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 7 - Forks: 2
cvlab-epfl/masksembles Fork of nikitadurasov/masksembles
Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR2021).
Size: 261 KB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0
luisoala/inn
Detecting Failure Modes in Image Reconstructions with Interval Neural Network Uncertainty
Language: Python - Size: 31.9 MB - Last synced at: 7 days ago - Pushed at: about 3 years ago - Stars: 9 - Forks: 1
xarion/EPM
Evaluation of Perturbation Methods for Deep Learning Explanation Methods
Language: Python - Size: 25.8 MB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0
kkirchheim/mlsw2022-goe
đź‘ľ Outlier Exposure with Generative Models
Language: Jupyter Notebook - Size: 8.61 MB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
lygjwy/READ
[AAAI 2023] An official PyTorch implementation of paper 'READ: Aggregating Reconstruction Error into Out-of-distribution Detection'
Language: Python - Size: 366 KB - Last synced at: 12 months ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 0
kobybibas/deep_pnml_experiments
Python experiments for https://arxiv.org/abs/1904.12286.
Language: Jupyter Notebook - Size: 30.7 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
