| A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection | Sep 26, 2022 | Autonomous DrivingDomain Generalization | —Unverified | 0 |
| Out-of-Distribution Detection with Hilbert-Schmidt Independence Optimization | Sep 26, 2022 | Outlier DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| Raising the Bar on the Evaluation of Out-of-Distribution Detection | Sep 24, 2022 | image-classificationImage Classification | —Unverified | 0 |
| Extremely Simple Activation Shaping for Out-of-Distribution Detection | Sep 20, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Two-stage Modeling for Prediction with Confidence | Sep 19, 2022 | Out-of-Distribution DetectionPrediction | —Unverified | 0 |
| RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection | Sep 18, 2022 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Linking Neural Collapse and L2 Normalization with Improved Out-of-Distribution Detection in Deep Neural Networks | Sep 17, 2022 | L2 RegularizationOut-of-Distribution Detection | —Unverified | 0 |
| Introspective Learning : A Two-Stage Approach for Inference in Neural Networks | Sep 17, 2022 | Active LearningDecision Making | CodeCode Available | 0 |
| Topological Structure Learning for Weakly-Supervised Out-of-Distribution Detection | Sep 16, 2022 | Contrastive LearningOut-of-Distribution Detection | —Unverified | 0 |
| Towards Bridging the Performance Gaps of Joint Energy-based Models | Sep 16, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| SmOOD: Smoothness-based Out-of-Distribution Detection Approach for Surrogate Neural Networks in Aircraft Design | Sep 7, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| CAN bus intrusion detection based on auxiliary classifier GAN and out-of-distribution detection | Sep 5, 2022 | Generative Adversarial NetworkIntrusion Detection | CodeCode Available | 1 |
| Improving Out-of-Distribution Detection via Epistemic Uncertainty Adversarial Training | Sep 5, 2022 | Computational EfficiencyOut-of-Distribution Detection | —Unverified | 0 |
| Probing Contextual Diversity for Dense Out-of-Distribution Detection | Aug 30, 2022 | Diversityimage-classification | CodeCode Available | 0 |
| Towards In-distribution Compatibility in Out-of-distribution Detection | Aug 29, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Recursively Feasible Probabilistic Safe Online Learning with Control Barrier Functions | Aug 23, 2022 | Out-of-Distribution DetectionSafe Exploration | —Unverified | 0 |
| Semantic Driven Energy based Out-of-Distribution Detection | Aug 23, 2022 | object-detectionObject Detection | —Unverified | 0 |
| Outlier Detection using Self-Organizing Maps for Automated Blood Cell Analysis | Aug 18, 2022 | Outlier DetectionOut-of-Distribution Detection | —Unverified | 0 |
| Out-of-distribution Detection via Frequency-regularized Generative Models | Aug 18, 2022 | Image GenerationOut-of-Distribution Detection | CodeCode Available | 1 |
| Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives | Aug 15, 2022 | Domain AdaptationDomain Generalization | —Unverified | 0 |
| Self-Knowledge Distillation via Dropout | Aug 11, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Efficient Out-of-Distribution Detection of Melanoma with Wavelet-based Normalizing Flows | Aug 9, 2022 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 0 |
| Towards Robust Deep Learning using Entropic Losses | Aug 6, 2022 | Deep LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Task-agnostic Continual Hippocampus Segmentation for Smooth Population Shifts | Aug 5, 2022 | Continual LearningHippocampus | —Unverified | 0 |
| A knee cannot have lung disease: out-of-distribution detection with in-distribution voting using the medical example of chest X-ray classification | Aug 1, 2022 | ClassificationMulti-Label Classification | CodeCode Available | 0 |
| XOOD: Extreme Value Based Out-Of-Distribution Detection For Image Classification | Aug 1, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| FrOoDo: Framework for Out-of-Distribution Detection | Aug 1, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection with Semantic Mismatch under Masking | Jul 31, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| p-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations | Jul 25, 2022 | Autonomous DrivingOut-of-Distribution Detection | —Unverified | 0 |
| CODiT: Conformal Out-of-Distribution Detection in Time-Series Data | Jul 24, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| A Simple Test-Time Method for Out-of-Distribution Detection | Jul 17, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| On the Usefulness of Deep Ensemble Diversity for Out-of-Distribution Detection | Jul 15, 2022 | Binary ClassificationDiversity | CodeCode Available | 0 |
| Know Your Space: Inlier and Outlier Construction for Calibrating Medical OOD Detectors | Jul 12, 2022 | Data AugmentationOpen Set Learning | —Unverified | 0 |
| Out-of-Distribution Detection in Time-Series Domain: A Novel Seasonal Ratio Scoring Approach | Jul 9, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Out of Distribution Detection via Neural Network Anchoring | Jul 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Back to the Basics: Revisiting Out-of-Distribution Detection Baselines | Jul 7, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Partial and Asymmetric Contrastive Learning for Out-of-Distribution Detection in Long-Tailed Recognition | Jul 4, 2022 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Laplacian Autoencoders for Learning Stochastic Representations | Jun 30, 2022 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images | Jun 30, 2022 | Lesion ClassificationMulti-class Classification | CodeCode Available | 0 |
| RegMixup: Mixup as a Regularizer Can Surprisingly Improve Accuracy and Out Distribution Robustness | Jun 29, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| POEM: Out-of-Distribution Detection with Posterior Sampling | Jun 28, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Distributional Gaussian Processes Layers for Out-of-Distribution Detection | Jun 27, 2022 | Gaussian ProcessesOut-of-Distribution Detection | —Unverified | 0 |
| Batch-Ensemble Stochastic Neural Networks for Out-of-Distribution Detection | Jun 26, 2022 | BIG-bench Machine LearningOut-of-Distribution Detection | —Unverified | 0 |
| WeShort: Out-of-distribution Detection With Weak Shortcut structure | Jun 23, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Towards OOD Detection in Graph Classification from Uncertainty Estimation Perspective | Jun 21, 2022 | ClassificationGraph Classification | —Unverified | 0 |
| Multiple Testing Framework for Out-of-Distribution Detection | Jun 20, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| 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 |
| Meta-learning for Out-of-Distribution Detection via Density Estimation in Latent Space | Jun 20, 2022 | Density EstimationMeta-Learning | —Unverified | 0 |
| Out-of-distribution Detection by Cross-class Vicinity Distribution of In-distribution Data | Jun 19, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Supervision Adaptation Balancing In-distribution Generalization and Out-of-distribution Detection | Jun 19, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
