| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| FOOD: Fast Out-Of-Distribution Detector | Aug 16, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection | Jun 16, 2021 | Intent DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 |
| A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks | Jul 10, 2018 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 |
| Hierarchical VAEs Know What They Don't Know | Feb 16, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| How Does Unlabeled Data Provably Help Out-of-Distribution Detection? | Feb 5, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness | Jul 21, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Hybrid Discriminative-Generative Training via Contrastive Learning | Jul 17, 2020 | Contrastive LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection | Nov 26, 2023 | Few-Shot LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks | Dec 1, 2021 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Detecting Underspecification with Local Ensembles | Oct 21, 2019 | Active LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Disentangled Information Bottleneck | Dec 14, 2020 | Adversarial AttackOut-of-Distribution Detection | CodeCode Available | 1 |
| Enabling Uncertainty Estimation in Iterative Neural Networks | Mar 25, 2024 | Bayesian OptimizationOut-of-Distribution Detection | CodeCode Available | 1 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | Nov 24, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Weakly-supervised Temporal Action Localization by Uncertainty Modeling | Jun 12, 2020 | Action ClassificationAction Localization | CodeCode Available | 1 |
| Delving into Out-of-Distribution Detection with Medical Vision-Language Models | Mar 2, 2025 | Benchmarkingimage-classification | CodeCode Available | 1 |
| Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction System | Jan 31, 2019 | Deep LearningDisease Prediction | CodeCode Available | 1 |
| Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain | Aug 19, 2021 | Adversarial AttackData Augmentation | CodeCode Available | 1 |
| Balanced Energy Regularization Loss for Out-of-distribution Detection | Jun 18, 2023 | Classificationimage-classification | CodeCode Available | 1 |
| A Benchmark of Medical Out of Distribution Detection | Jul 8, 2020 | DiagnosticMedical Diagnosis | CodeCode Available | 1 |
| Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices | Dec 28, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| DiffGuard: Semantic Mismatch-Guided Out-of-Distribution Detection using Pre-trained Diffusion Models | Aug 15, 2023 | Generative Adversarial NetworkOut-of-Distribution Detection | CodeCode Available | 1 |
| Bayesian continual learning and forgetting in neural networks | Apr 18, 2025 | Bayesian InferenceContinual Learning | CodeCode Available | 1 |
| Dissecting Out-of-Distribution Detection and Open-Set Recognition: A Critical Analysis of Methods and Benchmarks | Aug 29, 2024 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Deep Residual Flow for Out of Distribution Detection | Jan 15, 2020 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation | Dec 18, 2024 | Earth ObservationOut-of-Distribution Detection | CodeCode Available | 1 |
| CODiT: Conformal Out-of-Distribution Detection in Time-Series Data | Jul 24, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Energy-based Hopfield Boosting for Out-of-Distribution Detection | May 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Energy-based Out-of-Distribution Detection for Graph Neural Networks | Feb 6, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Demo Abstract: Real-Time Out-of-Distribution Detection on a Mobile Robot | Nov 15, 2022 | Navigateobject-detection | CodeCode Available | 1 |
| Combine and Conquer: A Meta-Analysis on Data Shift and Out-of-Distribution Detection | Jun 23, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Beyond AUROC & co. for evaluating out-of-distribution detection performance | Jun 26, 2023 | Binary ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| Envisioning Outlier Exposure by Large Language Models for Out-of-Distribution Detection | Jun 2, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Estimating Example Difficulty Using Variance of Gradients | Aug 26, 2020 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Block Selection Method for Using Feature Norm in Out-of-distribution Detection | Dec 5, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings | Oct 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 |
| Extremely Simple Activation Shaping for Out-of-Distribution Detection | Sep 20, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Adversarial vulnerability of powerful near out-of-distribution detection | Jan 18, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 |
| Breaking Down Out-of-Distribution Detection: Many Methods Based on OOD Training Data Estimate a Combination of the Same Core Quantities | Jun 20, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection | Nov 12, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| A framework for benchmarking class-out-of-distribution detection and its application to ImageNet | Feb 23, 2023 | BenchmarkingKnowledge Distillation | CodeCode Available | 1 |
| FrOoDo: Framework for Out-of-Distribution Detection | Aug 1, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging | Mar 1, 2025 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Continual Evidential Deep Learning for Out-of-Distribution Detection | Sep 6, 2023 | Continual LearningDeep Learning | CodeCode Available | 1 |
| CAN bus intrusion detection based on auxiliary classifier GAN and out-of-distribution detection | Sep 5, 2022 | Generative Adversarial NetworkIntrusion Detection | CodeCode Available | 1 |
| CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances | Jul 16, 2020 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
