SOTAVerified

Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Showing 201225 of 888 papers

TitleStatusHype
Robust Out-of-distribution Detection for Neural NetworksCode1
Isolation Mondrian Forest for Batch and Online Anomaly DetectionCode1
Likelihood Regret: An Out-of-Distribution Detection Score For Variational Auto-encoderCode1
Uncertainty Estimation Using a Single Deep Deterministic Neural NetworkCode1
Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution DataCode1
Characterizing Structural Regularities of Labeled Data in Overparameterized ModelsCode1
Training Normalizing Flows with the Information Bottleneck for Competitive Generative ClassificationCode1
Deep Residual Flow for Out of Distribution DetectionCode1
Detecting Out-of-Distribution Examples with In-distribution Examples and Gram MatricesCode1
Scaling Out-of-Distribution Detection for Real-World SettingsCode1
Detecting Underspecification with Local EnsemblesCode1
Isotropy Maximization Loss and Entropic Score: Accurate, Fast, Efficient, Scalable, and Turnkey Neural Networks Out-of-Distribution Detection Based on The Principle of Maximum EntropyCode1
Natural Adversarial ExamplesCode1
Likelihood Ratios for Out-of-Distribution DetectionCode1
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable FeaturesCode1
Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction SystemCode1
Deep Anomaly Detection with Outlier ExposureCode1
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
Learning Confidence for Out-of-Distribution Detection in Neural NetworksCode1
Enhancing The Reliability of Out-of-distribution Image Detection in Neural NetworksCode1
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural NetworksCode1
Safe Domain Randomization via Uncertainty-Aware Out-of-Distribution Detection and Policy Adaptation0
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution DetectionCode0
Out-of-distribution detection in 3D applications: a review0
Generative Adversarial Evasion and Out-of-Distribution Detection for UAV Cyber-Attacks0
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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