SOTAVerified

Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Showing 451500 of 888 papers

TitleStatusHype
Topological Structure Learning for Weakly-Supervised Out-of-Distribution Detection0
Low-Dimensional Gradient Helps Out-of-Distribution Detection0
Low-Quality Image Detection by Hierarchical VAE0
MADOD: Generalizing OOD Detection to Unseen Domains via G-Invariance Meta-Learning0
Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks0
Mahalanobis-Aware Training for Out-of-Distribution Detection0
Topological Uncertainty: Monitoring trained neural networks through persistence of activation graphs0
MalProtect: Stateful Defense Against Adversarial Query Attacks in ML-based Malware Detection0
Managing the unknown: a survey on Open Set Recognition and tangential areas0
Topology-Matching Normalizing Flows for Out-of-Distribution Detection in Robot Learning0
Toward a Holistic Evaluation of Robustness in CLIP Models0
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks0
Effective Out-of-Distribution Detection in Classifier Based on PEDCC-Loss0
Toward a Realistic Benchmark for Out-of-Distribution Detection0
MCROOD: Multi-Class Radar Out-Of-Distribution Detection0
Towards a Framework for Deep Learning Certification in Safety-Critical Applications Using Inherently Safe Design and Run-Time Error Detection0
Meta-learning for Out-of-Distribution Detection via Density Estimation in Latent Space0
A General Framework for Unsupervised Anomaly Detection0
MIM-OOD: Generative Masked Image Modelling for Out-of-Distribution Detection in Medical Images0
A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice0
Mitigating Hallucinations in YOLO-based Object Detection Models: A Revisit to Out-of-Distribution Detection0
Bayesian OOD detection with aleatoric uncertainty and outlier exposure0
Mitigating the Modality Gap: Few-Shot Out-of-Distribution Detection with Multi-modal Prototypes and Image Bias Estimation0
Mitral Regurgitation Recognition based on Unsupervised Out-of-Distribution Detection with Residual Diffusion Amplification0
Improving Out-of-Distribution Detection in Echocardiographic View Classication through Enhancing Semantic Features0
Model2Detector:Widening the Information Bottleneck for Out-of-Distribution Detection using a Handful of Gradient Steps0
Model-agnostic out-of-distribution detection using combined statistical tests0
Model-free Test Time Adaptation for Out-Of-Distribution Detection0
Modeling Uncertainty by Learning a Hierarchy of Deep Neural Connections0
EARLIN: Early Out-of-Distribution Detection for Resource-efficient Collaborative Inference0
Dynamic Model Agnostic Reliability Evaluation of Machine-Learning Methods Integrated in Instrumentation & Control Systems0
Δ-UQ: Accurate Uncertainty Quantification via Anchor Marginalization0
Dual Energy-Based Model with Open-World Uncertainty Estimation for Out-of-distribution Detection0
MSAC: Multiple Speech Attribute Control Method for Reliable Speech Emotion Recognition0
Dual Conditioned Diffusion Models for Out-Of-Distribution Detection: Application to Fetal Ultrasound Videos0
Dual-Adapter: Training-free Dual Adaptation for Few-shot Out-of-Distribution Detection0
Towards Few-shot Out-of-Distribution Detection0
Multi-label out-of-distribution detection via evidential learning0
Multi-layer Radial Basis Function Networks for Out-of-distribution Detection0
DSDE: Using Proportion Estimation to Improve Model Selection for Out-of-Distribution Detection0
Beyond Unimodal: Generalising Neural Processes for Multimodal Uncertainty Estimation0
Double Descent Meets Out-of-Distribution Detection: Theoretical Insights and Empirical Analysis on the role of model complexity0
Multiple Testing Framework for Out-of-Distribution Detection0
DOSE3 : Diffusion-based Out-of-distribution detection on SE(3) trajectories0
Shifting Transformation Learning for Out-of-Distribution Detection0
DNN-GDITD: Out-of-distribution detection via Deep Neural Network based Gaussian Descriptor for Imbalanced Tabular Data0
DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization0
Towards In-distribution Compatibility in Out-of-distribution Detection0
Nearest Neighbor Based Out-of-Distribution Detection in Remote Sensing Scene Classification0
Diversified Ensemble of Independent Sub-Networks for Robust Self-Supervised Representation Learning0
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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