SOTAVerified

Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Showing 351400 of 888 papers

TitleStatusHype
NCDD: Nearest Centroid Distance Deficit for Out-Of-Distribution Detection in Gastrointestinal VisionCode0
GEM: Gaussian Embedding Modeling for Out-of-Distribution Detection in GUI AgentsCode0
GAIA: Delving into Gradient-based Attribution Abnormality for Out-of-distribution DetectionCode0
Bayesian Autoencoders: Analysing and Fixing the Bernoulli likelihood for Out-of-Distribution DetectionCode0
Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy MaximizationCode0
Full-Spectrum Out-of-Distribution DetectionCode0
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Igeood: An Information Geometry Approach to Out-of-Distribution DetectionCode0
ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection AlgorithmsCode0
Boosting Out-of-Distribution Detection with Multiple Pre-trained ModelsCode0
Deep Anti-Regularized Ensembles provide reliable out-of-distribution uncertainty quantificationCode0
From Global to Local: Multi-scale Out-of-distribution DetectionCode0
Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage?Code0
A Novel Explainable Out-of-Distribution Detection Approach for Spiking Neural NetworksCode0
Learning Energy-Based Models With Adversarial TrainingCode0
Out of Distribution Detection on ImageNet-OCode0
Margin-bounded Confidence Scores for Out-of-Distribution DetectionCode0
Memory-Efficient Pseudo-Labeling for Online Source-Free Universal Domain Adaptation using a Gaussian Mixture ModelCode0
Decoupled Graph Energy-based Model for Node Out-of-Distribution Detection on Heterophilic GraphsCode0
Forte : Finding Outliers with Representation Typicality EstimationCode0
Long-Tailed Out-of-Distribution Detection via Normalized Outlier Distribution AdaptationCode0
Out-Of-Distribution Detection with Diversification (Provably)Code0
Making the Flow Glow -- Robot Perception under Severe Lighting Conditions using Normalizing Flow GradientsCode0
Logit Scaling for Out-of-Distribution DetectionCode0
Analysis of Confident-Classifiers for Out-of-distribution DetectionCode0
Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to TailCode0
Many tasks make light work: Learning to localise medical anomalies from multiple synthetic tasksCode0
Improving Out-of-Distribution Detection by Combining Existing Post-hoc MethodsCode0
Metric Learning for Novelty and Anomaly DetectionCode0
FlowCon: Out-of-Distribution Detection using Flow-Based Contrastive LearningCode0
Likelihood-Aware Semantic Alignment for Full-Spectrum Out-of-Distribution DetectionCode0
Flow-based Domain Randomization for Learning and Sequencing Robotic SkillsCode0
Flexible Heteroscedastic Count Regression with Deep Double Poisson NetworksCode0
Back to the Basics: Revisiting Out-of-Distribution Detection BaselinesCode0
FLatS: Principled Out-of-Distribution Detection with Feature-Based Likelihood Ratio ScoreCode0
A Bayesian Nonparametric Perspective on Mahalanobis Distance for Out of Distribution DetectionCode0
Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time ApplicationsCode0
CADet: Fully Self-Supervised Out-Of-Distribution Detection With Contrastive LearningCode0
Leveraging Perturbation Robustness to Enhance Out-of-Distribution DetectionCode0
FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution DetectionCode0
Improving Out-of-Distribution Detection with Disentangled Foreground and Background FeaturesCode0
Counterfactual Gradients-based Quantification of Prediction Trust in Neural NetworksCode0
DOS: Diverse Outlier Sampling for Out-of-Distribution DetectionCode0
Input complexity and out-of-distribution detection with likelihood-based generative modelsCode0
Fast light-field 3D microscopy with out-of-distribution detection and adaptation through Conditional Normalizing FlowsCode0
RankFeat&RankWeight: Rank-1 Feature/Weight Removal for Out-of-distribution DetectionCode0
Learning Energy-Based Models by Cooperative Diffusion Recovery LikelihoodCode0
Learning Non-Linear Invariants for Unsupervised Out-of-Distribution DetectionCode0
Semi-supervised novelty detection using ensembles with regularized disagreementCode0
Likelihood Training of Cascaded Diffusion Models via Hierarchical Volume-preserving MapsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViM (BiT)AUROC98.92Unverified
2NAC-UE (ResNet-50)AUROC97.9Unverified
3ASH-S (ResNet-50)AUROC97.6Unverified
4SCALE (ResNet50)AUROC97.37Unverified
5KNN (ResNet-50)AUROC97.18Unverified
6DisCoPatchAUROC96.4Unverified
7NNGuide (ResNet50 w/ ReAct)AUROC96.11Unverified
8NNGuide (RegNet)AUROC95.82Unverified
9ViM (ViT-B/16)AUROC95.34Unverified
10KNN (ResNet-50 SupCon)AUROC94.45Unverified
#ModelMetricClaimedVerifiedStatus
1CMA(ViT-B/16, NegLabel)AUROC99.62Unverified
2NNGuide (RegNet)AUROC99.57Unverified
3ViM (ViT-B/16)AUROC99.41Unverified
4DisCoPatchAUROC99.1Unverified
5SCALE (ResNet50)AUROC98.17Unverified
6MOS (BiT-S-R101x1)AUROC98.15Unverified
7ASH-S (ResNet-50)AUROC97.87Unverified
8NNGuide (ResNet50 w/ ReAct)AUROC97.7Unverified
9BATS (ResNet-50)AUROC97.67Unverified
10LINe (ResNet-50)AUROC97.56Unverified
#ModelMetricClaimedVerifiedStatus
1MOODAUROC88.5Unverified
2RP+GradNormFPR9583.29Unverified
3KNN (ResNet-50)FPR9577.09Unverified
4Watermarking (WRN-40-2 w/ Energy)FPR9571.85Unverified
5Watermarking (WRN-40-2 w/ MSP)FPR9570.59Unverified
6DOEFPR9567.84Unverified
7DMLFPR9561.43Unverified
8GradNorm (ResNetv2-101)FPR9560.86Unverified
9KNN (ResNet-50 SupCon)FPR9560.02Unverified
10ReAct (ResNet-50)FPR9551.56Unverified
#ModelMetricClaimedVerifiedStatus
1MOODAUROC89.8Unverified
2DOEFPR9580.94Unverified
3RP+GradNormFPR9573.53Unverified
4KNN (ResNet-50)FPR9569.53Unverified
5DMLFPR9557.4Unverified
6SHEFPR9554.19Unverified
7ODIN+UMAP (ResNet-50)FPR9549.69Unverified
8KNN (ResNet-50 SupCon)FPR9548.91Unverified
9ReAct (ResNet-50)FPR9547.69Unverified
10GradNorm (ResNetv2-101)FPR9546.48Unverified
#ModelMetricClaimedVerifiedStatus
1MOODAUROC89.1Unverified
2RP+GradNormFPR9570.12Unverified
3DOEFPR9559.83Unverified
4DMLFPR9554.74Unverified
5ODIN+UMAP (ResNet-50)FPR9540.94Unverified
6MOS (BiT-S-R101x1)FPR9539.97Unverified
7MCM (CLIP-L)FPR9538.17Unverified
8NPOSFPR9537.93Unverified
9RankFeat (ResNetv2-101)FPR9536.8Unverified
10DICE + ReAct (ResNet-50)FPR9527.25Unverified
#ModelMetricClaimedVerifiedStatus
1DHMAUROC100Unverified
2Ensemble of ViTsAUROC98.11Unverified
3ViT-L_16 finetuned on CIFAR-100AUROC97.98Unverified
4R50+ViT_B-16 finetuned on CIFAR-100AUROC96.23Unverified
5ViT_B-16 finetuned on CIFAR-100AUROC95.53Unverified
6MLP-Mixer_B-16 finetuned on CIFAR-100AUROC95.31Unverified
7CLIP using class name words describing the two distributionsAUROC94.68Unverified
8ERD (ResNet18)AUROC94.3Unverified
9OpenHybridAUROC85.6Unverified
10Maximum Logit Score (MLS)AUROC83.2Unverified
#ModelMetricClaimedVerifiedStatus
1DHMAUROC100Unverified
2R+ViT finetuned on CIFAR-10AUROC98.52Unverified
3ViT finetuned on CIFAR-10AUROC98.42Unverified
4MLP-Mixer finetuned on CIFAR-10AUROC97.85Unverified
5ZODE-KNNAUROC97.12Unverified
6OpenHybridAUROC95.1Unverified
7ERD (ResNet18)AUROC95.1Unverified
8Wide 40-2 + OECCAUROC94.9Unverified
9WRN 40-2 + OEAUROC93.3Unverified
10Isolation Forest on EfficientNet Softmax valuesAUROC91.95Unverified
#ModelMetricClaimedVerifiedStatus
1DHMAUROC100Unverified
2Wide ResNet 40x2AUROC99.9Unverified
3ResNet 34 + OECC+GMAUROC99.7Unverified
4ResNet 34 + FSSDAUROC99.5Unverified
5Wide ResNet 40x2AUROC99.43Unverified
6ZODE-KNNAUROC99.12Unverified
7ResNet18 + APR-PAUROC98.1Unverified
8WRN 40-2 + OEAUROC97.8Unverified
9WRN 40-2 (MSP Baseline)AUROC97.8Unverified
10WRN 40-2 + Rotation PredictionAUROC96.2Unverified
#ModelMetricClaimedVerifiedStatus
1NNGuide (RegNet)AUROC97.73Unverified
2ViM (ViT-B/16)AUROC97.61Unverified
3DisCoPatchAUROC94.4Unverified
4NNGuide (ResNet50 w/ ReAct)AUROC92.49Unverified
5NAC-UE (ResNet-50)AUROC91.45Unverified
6GENAUROC80.43Unverified
#ModelMetricClaimedVerifiedStatus
1Mixup (Gaussian)Percentage correct95.93Unverified
2Mixup (Imagenet)Percentage correct83.28Unverified
3Baseline (Imagenet)Percentage correct80.57Unverified
4Dropout(Imagenet)Percentage correct78.93Unverified
5Baseline (Gaussian)Percentage correct73.28Unverified
6Dropout(Gaussian)Percentage correct70.57Unverified
#ModelMetricClaimedVerifiedStatus
1OECC + MDAUROC98.7Unverified
2DenseNet-BC-100AUROC98.4Unverified
3ResNet-34AUROC97.9Unverified
4CSNNAUROC87.2Unverified
5OEAUROC86.9Unverified
#ModelMetricClaimedVerifiedStatus
1RbAAP66.82Unverified
2DOoDAP63.03Unverified
3cDNPAP62.35Unverified
4GMMSegAP47.6Unverified
#ModelMetricClaimedVerifiedStatus
1WRN 40-2 (MSP Baseline)FPR9562.66Unverified
2WRN 40-2 + OEFPR9538.5Unverified
3WRN 40-2 + OECCFPR9528.89Unverified
4Wide ResNet 40x2FPR9523.4Unverified
#ModelMetricClaimedVerifiedStatus
1ViT-B-384 Mahalanobis (pre-trained on IN-21k)AUROC95Unverified
2DisCoPatchAUROC94.3Unverified
3EffNetv2-M Relative MahalanobisAUROC88.9Unverified
4EffNetb7 Relative Cosine SimAUROC87.9Unverified
#ModelMetricClaimedVerifiedStatus
1ResNeXt50 + FSSDAUROC86.7Unverified
2ResNeXt 50 + Maha distanceAUROC82.5Unverified
3ResNeXt 50 + ODINAUROC61.3Unverified
4ResNeXt 50 + OEAUROC52.6Unverified
#ModelMetricClaimedVerifiedStatus
1GENFPR9597.3Unverified
2ViM (ViT-B/16)FPR9536.75Unverified
3NNGuide-ViM (ViT-B/16)FPR9533.1Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet34 + FSSDAUROC93.1Unverified
2ResNet 34 + OEAUROC92.5Unverified
3ResNet 34 + ODINAUROC90.8Unverified
#ModelMetricClaimedVerifiedStatus
12-Layered GRUAUROC99.6Unverified