| A Review and Refinement of Surprise Adequacy | Mar 10, 2021 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Multi-Class Data Description for Out-of-distribution Detection | Apr 2, 2021 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks | Oct 7, 2016 | Anomaly DetectionAutomatic Speech Recognition | CodeCode Available | 1 | 5 |
| Detecting Underspecification with Local Ensembles | Oct 21, 2019 | Active LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction System | Jan 31, 2019 | Deep LearningDisease Prediction | CodeCode Available | 1 | 5 |
| How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? | Mar 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection | Jun 16, 2021 | Intent DetectionOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Exploring the Limits of Out-of-Distribution Detection | Jun 6, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Characterizing Structural Regularities of Labeled Data in Overparameterized Models | Feb 8, 2020 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks | Jul 10, 2018 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No | Aug 23, 2023 | NegationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Mixture Outlier Exposure: Towards Out-of-Distribution Detection in Fine-grained Environments | Jun 7, 2021 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| CODiT: Conformal Out-of-Distribution Detection in Time-Series Data | Jul 24, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Feature Space Singularity for Out-of-Distribution Detection | Nov 30, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| On Out-of-distribution Detection with Energy-based Models | Jul 3, 2021 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow | May 16, 2023 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Confidence-Aware Learning for Deep Neural Networks | Jul 3, 2020 | Active LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Fine-Tuning Deteriorates General Textual Out-of-Distribution Detection by Distorting Task-Agnostic Features | Jan 30, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| On the use of Mahalanobis distance for out-of-distribution detection with neural networks for medical imaging | Sep 4, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental Learning | Jul 8, 2024 | Benchmarkingclass-incremental learning | CodeCode Available | 1 | 5 |
| OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection | Mar 20, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks | Dec 1, 2021 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Flows for simultaneous manifold learning and density estimation | Mar 31, 2020 | DenoisingDensity Estimation | CodeCode Available | 1 | 5 |
| Estimating Example Difficulty Using Variance of Gradients | Aug 26, 2020 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges | Oct 26, 2021 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 | 5 |
| Continual Evidential Deep Learning for Out-of-Distribution Detection | Sep 6, 2023 | Continual LearningDeep Learning | CodeCode Available | 1 | 5 |
| Deep Residual Flow for Out of Distribution Detection | Jan 15, 2020 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Delving into Out-of-Distribution Detection with Medical Vision-Language Models | Mar 2, 2025 | Benchmarkingimage-classification | CodeCode Available | 1 | 5 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | Nov 24, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Denoising diffusion models for out-of-distribution detection | Nov 14, 2022 | DenoisingOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Demo Abstract: Real-Time Out-of-Distribution Detection on a Mobile Robot | Nov 15, 2022 | Navigateobject-detection | CodeCode Available | 1 | 5 |
| Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain | Aug 19, 2021 | Adversarial AttackData Augmentation | CodeCode Available | 1 | 5 |
| GAN-based Priors for Quantifying Uncertainty | Mar 27, 2020 | Bayesian InferenceDenoising | CodeCode Available | 1 | 5 |
| 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 | 5 |
| CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances | Jul 16, 2020 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| Weakly-supervised Temporal Action Localization by Uncertainty Modeling | Jun 12, 2020 | Action ClassificationAction Localization | CodeCode Available | 1 | 5 |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Hierarchical VAEs Know What They Don't Know | Feb 16, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Balanced Energy Regularization Loss for Out-of-distribution Detection | Jun 18, 2023 | Classificationimage-classification | CodeCode Available | 1 | 5 |
| DeCoOp: Robust Prompt Tuning with Out-of-Distribution Detection | Jun 1, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| A Benchmark of Medical Out of Distribution Detection | Jul 8, 2020 | DiagnosticMedical Diagnosis | CodeCode Available | 1 | 5 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Deep Anomaly Detection with Outlier Exposure | Dec 11, 2018 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Disentangled Information Bottleneck | Dec 14, 2020 | Adversarial AttackOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection | Nov 26, 2023 | Few-Shot LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| FOOD: Fast Out-Of-Distribution Detector | Aug 16, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
