SOTAVerified

Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Showing 651700 of 888 papers

TitleStatusHype
Mean-Field Approximation to Gaussian-Softmax Integral with Application to Uncertainty Estimation0
Pseudo Outlier Exposure for Out-of-Distribution Detection using Pretrained Transformers0
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation0
Pursuing Feature Separation based on Neural Collapse for Out-of-Distribution Detection0
Uncertainty-Estimation with Normalized Logits for Out-of-Distribution Detection0
Quantifying the Prediction Uncertainty of Machine Learning Models for Individual Data0
Quantum Conflict Measurement in Decision Making for Out-of-Distribution Detection0
Raising the Bar on the Evaluation of Out-of-Distribution Detection0
Uncertainty in Extreme Multi-label Classification0
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection0
RankFeat&RankWeight: Rank-1 Feature/Weight Removal for Out-of-distribution Detection0
Computer Aided Diagnosis and Out-of-Distribution Detection in Glaucoma Screening Using Color Fundus Photography0
Cluster-aware Contrastive Learning for Unsupervised Out-of-distribution Detection0
READ: Aggregating Reconstruction Error into Out-of-distribution Detection0
Real-time Out-of-distribution Detection in Learning-Enabled Cyber-Physical Systems0
Class-wise Thresholding for Robust Out-of-Distribution Detection0
Recent Advances in Out-of-Distribution Detection with CLIP-Like Models: A Survey0
Reconstruction-based Out-of-Distribution Detection for Short-Range FMCW Radar0
Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks0
Rectified Lagrangian for Out-of-Distribution Detection in Modern Hopfield Networks0
Redesigning Out-of-Distribution Detection on 3D Medical Images0
Reduced Robust Random Cut Forest for Out-Of-Distribution detection in machine learning models0
Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation0
WeShort: Out-of-distribution Detection With Weak Shortcut structure0
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection0
Regularized KL-Divergence for Well-Defined Function-Space Variational Inference in Bayesian neural networks0
Reject option models comprising out-of-distribution detection0
Reliable and Trustworthy Machine Learning for Health Using Dataset Shift Detection0
Uncertainty Surrogates for Deep Learning0
Classifier-head Informed Feature Masking and Prototype-based Logit Smoothing for Out-of-Distribution Detection0
Resultant: Incremental Effectiveness on Likelihood for Unsupervised Out-of-Distribution Detection0
Understanding Failures in Out-of-Distribution Detection with Deep Generative Models0
Rethinking Out-of-Distribution Detection From a Human-Centric Perspective0
Understanding Likelihood of Normalizing Flow and Image Complexity through the Lens of Out-of-Distribution Detection0
Class-balanced Open-set Semi-supervised Object Detection for Medical Images0
Adaptive Scoring and Thresholding with Human Feedback for Robust Out-of-Distribution Detection0
Understanding the Feature Norm for Out-of-Distribution Detection0
Understanding the properties and limitations of contrastive learning for Out-of-Distribution detection0
Understanding the Role of Self-Supervised Learning in Out-of-Distribution Detection Task0
Unified Out-Of-Distribution Detection: A Model-Specific Perspective0
Revisiting flow generative models for Out-of-distribution detection0
Know Your Space: Inlier and Outlier Construction for Calibrating Medical OOD Detectors0
A Metacognitive Approach to Out-of-Distribution Detection for Segmentation0
Revisiting One-vs-All Classifiers for Predictive Uncertainty and Out-of-Distribution Detection in Neural Networks0
Revisiting Out-of-Distribution Detection: A Simple Baseline is Surprisingly Effective0
Cascade Watchdog: A Multi-tiered Adversarial Guard for Outlier Detection0
A Benchmark for Out of Distribution Detection in Point Cloud 3D Semantic Segmentation0
Robust Anomaly Detection for Particle Physics Using Multi-Background Representation Learning0
Can We Ignore Labels In Out of Distribution Detection?0
Robustness to Spurious Correlations Improves Semantic Out-of-Distribution Detection0
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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