| A Benchmark and Evaluation for Real-World Out-of-Distribution Detection Using Vision-Language Models | Jan 30, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| In or Out? Fixing ImageNet Out-of-Distribution Detection Evaluation | Jun 1, 2023 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| A Review and Refinement of Surprise Adequacy | Mar 10, 2021 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Isolation Mondrian Forest for Batch and Online Anomaly Detection | Mar 8, 2020 | Anomaly DetectionEnsemble Learning | CodeCode Available | 1 | 5 |
| Triggering Failures: Out-Of-Distribution detection by learning from local adversarial attacks in Semantic Segmentation | Aug 3, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| EAT: Towards Long-Tailed Out-of-Distribution Detection | Dec 14, 2023 | Long-tail LearningOut-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 |
| Learning Dialogue Representations from Consecutive Utterances | May 26, 2022 | Contrastive LearningConversational Question Answering | 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 |
| Laplacian Autoencoders for Learning Stochastic Representations | Jun 30, 2022 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Partial and Asymmetric Contrastive Learning for Out-of-Distribution Detection in Long-Tailed Recognition | Jul 4, 2022 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| Learning Confidence for Out-of-Distribution Detection in Neural Networks | Feb 13, 2018 | Out-of-Distribution Detection | 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 |
| ViM: Out-Of-Distribution with Virtual-logit Matching | Mar 21, 2022 | Image ClassificationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Enabling Uncertainty Estimation in Iterative Neural Networks | Mar 25, 2024 | Bayesian OptimizationOut-of-Distribution 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 |
| Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification | Dec 4, 2020 | Bayesian InferenceDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes | Dec 20, 2021 | Graph AttentionGraph Learning | CodeCode Available | 1 | 5 |
| The Best of Both Worlds: On the Dilemma of Out-of-distribution Detection | Oct 12, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Energy-based Hopfield Boosting for Out-of-Distribution Detection | May 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Learning with Mixture of Prototypes for Out-of-Distribution Detection | Feb 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Multi-Label Out-of-Distribution Detection with Spectral Normalized Joint Energy | May 8, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 | 5 |
| EviNet: Evidential Reasoning Network for Resilient Graph Learning in the Open and Noisy Environments | Jun 8, 2025 | Graph LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| Evidential Deep Learning for Uncertainty Quantification and Out-of-Distribution Detection in Jet Identification using Deep Neural Networks | Jan 10, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 0 | 5 |
| AIROGS: Artificial Intelligence for RObust Glaucoma Screening Challenge | Feb 3, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 | 5 |
| A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks | Dec 22, 2019 | Out-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Confidence-based Out-of-Distribution Detection: A Comparative Study and Analysis | Jul 6, 2021 | Decision Makingimage-classification | CodeCode Available | 0 | 5 |
| Mining In-distribution Attributes in Outliers for Out-of-distribution Detection | Dec 16, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 | 5 |
| A Cosine Similarity-based Method for Out-of-Distribution Detection | Jun 23, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Memory-Efficient Pseudo-Labeling for Online Source-Free Universal Domain Adaptation using a Gaussian Mixture Model | Jul 19, 2024 | Domain AdaptationOut-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Mitigating Overconfidence in Out-of-Distribution Detection by Capturing Extreme Activations | May 21, 2024 | Out-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Entropy-MCMC: Sampling from Flat Basins with Ease | Oct 9, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Concept Visualization: Explaining the CLIP Multi-modal Embedding Using WordNet | May 23, 2024 | Object LocalizationOut-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Margin-bounded Confidence Scores for Out-of-Distribution Detection | Sep 22, 2024 | Autonomous DrivingBenchmarking | CodeCode Available | 0 | 5 |
| Enhancing Reconstruction-Based Out-of-Distribution Detection in Brain MRI with Model and Metric Ensembles | Dec 23, 2024 | Medical Image AnalysisOut-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Making the Flow Glow -- Robot Perception under Severe Lighting Conditions using Normalizing Flow Gradients | Dec 10, 2024 | object-detectionObject Detection | CodeCode Available | 0 | 5 |
| Enhancing Out-of-Distribution Detection in Medical Imaging with Normalizing Flows | Feb 17, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 | 5 |
| Many tasks make light work: Learning to localise medical anomalies from multiple synthetic tasks | Jul 3, 2023 | Out-of-Distribution DetectionSelf-Supervised Learning | CodeCode Available | 0 | 5 |
| Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble | Oct 20, 2022 | Contrastive Learningintent-classification | CodeCode Available | 0 | 5 |
| Probing Predictions on OOD Images via Nearest Categories | Nov 17, 2020 | Adversarial RobustnessFew-Shot Learning | CodeCode Available | 0 | 5 |
| Logit Scaling for Out-of-Distribution Detection | Sep 2, 2024 | Out-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Metric Learning for Novelty and Anomaly Detection | Aug 16, 2018 | Anomaly DetectionMetric Learning | CodeCode Available | 0 | 5 |
| Enhancing Few-Shot Out-of-Distribution Detection with Gradient Aligned Context Optimization | Nov 24, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 | 5 |
| Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to Tail | Aug 13, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 | 5 |
| Likelihood Training of Cascaded Diffusion Models via Hierarchical Volume-preserving Maps | Jan 13, 2025 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Long-Tailed Out-of-Distribution Detection via Normalized Outlier Distribution Adaptation | Oct 28, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 | 5 |
| Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization | Sep 27, 2023 | DiversityOut-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Semi-supervised novelty detection using ensembles with regularized disagreement | Dec 10, 2020 | Novelty DetectionOut-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Leveraging Perturbation Robustness to Enhance Out-of-Distribution Detection | Mar 24, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 | 5 |
| Classical Out-of-Distribution Detection Methods Benchmark in Text Classification Tasks | Jul 13, 2023 | Out-of-Distribution Detectiontext-classification | CodeCode Available | 0 | 5 |
