| Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation | Aug 5, 2024 | Dimensionality ReductionImage Segmentation | CodeCode Available | 0 |
| Faithful Label-free Knowledge Distillation | Nov 22, 2024 | Inductive BiasKnowledge Distillation | CodeCode Available | 0 |
| Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection | Mar 5, 2025 | Contrastive LearningGraph Classification | CodeCode Available | 0 |
| Structured DropConnect for Uncertainty Inference in Image Classification | Jun 16, 2021 | Classificationimage-classification | CodeCode Available | 0 |
| Identity Curvature Laplace Approximation for Improved Out-of-Distribution Detection | Dec 16, 2023 | AttributeOut-of-Distribution Detection | CodeCode Available | 0 |
| On out-of-distribution detection with Bayesian neural networks | Oct 12, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 0 |
| Persistently Trained, Diffusion-assisted Energy-based Models | Apr 21, 2023 | Density EstimationImage Generation | CodeCode Available | 0 |
| Fair and accurate age prediction using distribution aware data curation and augmentation | Sep 11, 2020 | Age EstimationData Augmentation | CodeCode Available | 0 |
| FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection | Jul 6, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Approximations to the Fisher Information Metric of Deep Generative Models for Out-Of-Distribution Detection | Mar 3, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| The Exponentially Tilted Gaussian Prior for Variational Autoencoders | Nov 30, 2021 | Out-of-Distribution Detection | CodeCode Available | 0 |
| TagOOD: A Novel Approach to Out-of-Distribution Detection via Vision-Language Representations and Class Center Learning | Aug 28, 2024 | ObjectOut-of-Distribution Detection | CodeCode Available | 0 |
| Taming False Positives in Out-of-Distribution Detection with Human Feedback | Apr 25, 2024 | Medical DiagnosisOut-of-Distribution Detection | CodeCode Available | 0 |
| Advancing Out-of-Distribution Detection via Local Neuroplasticity | Feb 20, 2025 | Kolmogorov-Arnold NetworksOut-of-Distribution Detection | CodeCode Available | 0 |
| Exploring the Limits of Epistemic Uncertainty Quantification in Low-Shot Settings | Nov 18, 2021 | Out-of-Distribution DetectionUncertainty Quantification | CodeCode Available | 0 |
| Task-Driven Detection of Distribution Shifts with Statistical Guarantees for Robot Learning | Jun 25, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Task-Oriented Communication with Out-of-Distribution Detection: An Information Bottleneck Framework | May 21, 2023 | InformativenessOut-of-Distribution Detection | CodeCode Available | 0 |
| Expecting The Unexpected: Towards Broad Out-Of-Distribution Detection | Aug 22, 2023 | BenchmarkingOut-of-Distribution Detection | CodeCode Available | 0 |
| Using Pre-Training Can Improve Model Robustness and Uncertainty | Jan 28, 2019 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 |
| Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty | Jun 28, 2019 | Anomaly DetectionOutlier Detection | CodeCode Available | 0 |
| Probing Contextual Diversity for Dense Out-of-Distribution Detection | Aug 30, 2022 | Diversityimage-classification | CodeCode Available | 0 |
| ProSub: Probabilistic Open-Set Semi-Supervised Learning with Subspace-Based Out-of-Distribution Detection | Jul 16, 2024 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Probing Predictions on OOD Images via Nearest Categories | Nov 17, 2020 | Adversarial RobustnessFew-Shot Learning | CodeCode Available | 0 |
| EviNet: Evidential Reasoning Network for Resilient Graph Learning in the Open and Noisy Environments | Jun 8, 2025 | Graph LearningLogical Reasoning | CodeCode Available | 0 |
| Probabilistic Trust Intervals for Out of Distribution Detection | Feb 2, 2021 | Image ClassificationOut-of-Distribution Detection | CodeCode Available | 0 |
| Classical Out-of-Distribution Detection Methods Benchmark in Text Classification Tasks | Jul 13, 2023 | Out-of-Distribution Detectiontext-classification | CodeCode Available | 0 |
| 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 |
| Textual Training for the Hassle-Free Removal of Unwanted Visual Data: Case Studies on OOD and Hateful Image Detection | Sep 30, 2024 | Out-of-Distribution Detection | CodeCode Available | 0 |
| PViT: Prior-augmented Vision Transformer for Out-of-distribution Detection | Oct 27, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Category-Extensible Out-of-Distribution Detection via Hierarchical Context Descriptions | Jul 23, 2024 | Out-of-Distribution DetectionPrompt Engineering | CodeCode Available | 0 |
| An Effective Baseline for Robustness to Distributional Shift | May 15, 2021 | Deep LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| Can Pre-trained Networks Detect Familiar Out-of-Distribution Data? | Oct 2, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Ramifications of Approximate Posterior Inference for Bayesian Deep Learning in Adversarial and Out-of-Distribution Settings | Sep 3, 2020 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 0 |
| Calibrated Out-of-Distribution Detection with a Generic Representation | Mar 23, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| XOOD: Extreme Value Based Out-Of-Distribution Detection For Image Classification | Aug 1, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Entropy-MCMC: Sampling from Flat Basins with Ease | Oct 9, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| 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 |
| Uncertainty Estimation of Transformer Predictions for Misclassification Detection | May 1, 2022 | Active LearningAdversarial Attack | CodeCode Available | 0 |
