| Bayesian continual learning and forgetting in neural networks | Apr 18, 2025 | Bayesian InferenceContinual Learning | CodeCode Available | 1 | 5 |
| Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed | May 27, 2022 | BenchmarkingBinary Classification | CodeCode Available | 1 | 5 |
| Deep Residual Flow for Out of Distribution Detection | Jan 15, 2020 | Out-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 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 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | Nov 24, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Continual Evidential Deep Learning for Out-of-Distribution Detection | Sep 6, 2023 | Continual LearningDeep Learning | 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 |
| Denoising diffusion models for out-of-distribution detection | Nov 14, 2022 | DenoisingOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection | Nov 12, 2022 | Anomaly DetectionDensity Estimation | 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 |
| Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers | Jul 23, 2021 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 | 5 |
| Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization | Jun 5, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Detecting Underspecification with Local Ensembles | Oct 21, 2019 | Active LearningOut-of-Distribution 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 |
| 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 |
| On the Impact of Spurious Correlation for Out-of-distribution Detection | Sep 12, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| On the Importance of Gradients for Detecting Distributional Shifts in the Wild | Oct 1, 2021 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Beyond AUROC & co. for evaluating out-of-distribution detection performance | Jun 26, 2023 | Binary ClassificationOut-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 |
| 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 |
| Flows for simultaneous manifold learning and density estimation | Mar 31, 2020 | DenoisingDensity Estimation | 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 |
| OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection | Jun 15, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings | Oct 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data | Feb 26, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Out-of-Distribution Detection on Graphs: A Survey | Feb 12, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 1 | 5 |
| Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces | Jun 19, 2021 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| GAN-based Priors for Quantifying Uncertainty | Mar 27, 2020 | Bayesian InferenceDenoising | CodeCode Available | 1 | 5 |
| Out of Distribution Detection via Neural Network Anchoring | Jul 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Disentangled Information Bottleneck | Dec 14, 2020 | Adversarial AttackOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Adversarial vulnerability of powerful near out-of-distribution detection | Jan 18, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 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 | 5 |
| Laplacian Autoencoders for Learning Stochastic Representations | Jun 30, 2022 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Isotropy Maximization Loss and Entropic Score: Accurate, Fast, Efficient, Scalable, and Turnkey Neural Networks Out-of-Distribution Detection Based on The Principle of Maximum Entropy | Aug 15, 2019 | Data AugmentationMetric Learning | CodeCode Available | 1 | 5 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 | 5 |
| GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection | Jan 1, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Learning to Augment Distributions for Out-of-Distribution Detection | Nov 3, 2023 | Learning TheoryOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| A framework for benchmarking class-out-of-distribution detection and its application to ImageNet | Feb 23, 2023 | BenchmarkingKnowledge Distillation | CodeCode Available | 1 | 5 |
| Implicit field learning for unsupervised anomaly detection in medical images | Jun 9, 2021 | Anomaly DetectionDecoder | CodeCode Available | 1 | 5 |
| Probabilistic Autoencoder | Jun 9, 2020 | Bayesian InferenceDenoising | CodeCode Available | 1 | 5 |
| CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging | Mar 1, 2025 | Out-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 |
| Heatmap-based Out-of-Distribution Detection | Nov 15, 2022 | DecoderOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Masksembles for Uncertainty Estimation | Dec 15, 2020 | Classifier calibrationEnsemble Learning | CodeCode Available | 1 | 5 |
| CAN bus intrusion detection based on auxiliary classifier GAN and out-of-distribution detection | Sep 5, 2022 | Generative Adversarial NetworkIntrusion Detection | CodeCode Available | 1 | 5 |
| Nearest Neighbor Guidance for Out-of-Distribution Detection | Sep 26, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
