| Interpreting deep learning output for out-of-distribution detection | Nov 7, 2022 | Deep LearningOut-of-Distribution Detection | —Unverified | 0 |
| Understanding the properties and limitations of contrastive learning for Out-of-Distribution detection | Nov 6, 2022 | Contrastive LearningOut-of-Distribution Detection | —Unverified | 0 |
| On Out-of-Distribution Detection for Audio with Deep Nearest Neighbors | Oct 27, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Is Out-of-Distribution Detection Learnable? | Oct 26, 2022 | DiversityLearning Theory | —Unverified | 0 |
| Bridging Machine Learning and Sciences: Opportunities and Challenges | Oct 24, 2022 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 |
| Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble | Oct 20, 2022 | Contrastive Learningintent-classification | CodeCode Available | 0 |
| Uncertainty in Extreme Multi-label Classification | Oct 18, 2022 | ClassificationDecision Making | —Unverified | 0 |
| Uncertainty estimation for out-of-distribution detection in computational histopathology | Oct 18, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Packed-Ensembles for Efficient Uncertainty Estimation | Oct 17, 2022 | Classifier calibrationDiversity | —Unverified | 0 |
| Holistic Sentence Embeddings for Better Out-of-Distribution Detection | Oct 14, 2022 | AvgOut-of-Distribution Detection | —Unverified | 0 |
| Large-Scale Open-Set Classification Protocols for ImageNet | Oct 13, 2022 | Classificationopen-set classification | CodeCode Available | 0 |
| OpenOOD: Benchmarking Generalized Out-of-Distribution Detection | Oct 13, 2022 | Anomaly DetectionBenchmarking | CodeCode Available | 0 |
| Boosting Out-of-distribution Detection with Typical Features | Oct 9, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage | Oct 7, 2022 | Few-Shot Learningobject-detection | —Unverified | 0 |
| CADet: Fully Self-Supervised Out-Of-Distribution Detection With Contrastive Learning | Oct 4, 2022 | Anomaly DetectionContrastive Learning | CodeCode Available | 0 |
| A Novel Explainable Out-of-Distribution Detection Approach for Spiking Neural Networks | Sep 30, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Out-of-Distribution Detection and Selective Generation for Conditional Language Models | Sep 30, 2022 | Abstractive Text SummarizationOut-of-Distribution Detection | —Unverified | 0 |
| Out-of-Distribution Detection for LiDAR-based 3D Object Detection | Sep 28, 2022 | 3D Object DetectionObject | —Unverified | 0 |
| A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection | Sep 26, 2022 | Autonomous DrivingDomain Generalization | —Unverified | 0 |
| Raising the Bar on the Evaluation of Out-of-Distribution Detection | Sep 24, 2022 | image-classificationImage Classification | —Unverified | 0 |
| 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 | —Unverified | 0 |
| Introspective Learning : A Two-Stage Approach for Inference in Neural Networks | Sep 17, 2022 | Active LearningDecision Making | 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 |
| Towards Bridging the Performance Gaps of Joint Energy-based Models | Sep 16, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Topological Structure Learning for Weakly-Supervised Out-of-Distribution Detection | Sep 16, 2022 | Contrastive LearningOut-of-Distribution Detection | —Unverified | 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 |
| 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 |
| 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 |
| Task-agnostic Continual Hippocampus Segmentation for Smooth Population Shifts | Aug 5, 2022 | Continual LearningHippocampus | —Unverified | 0 |
| XOOD: Extreme Value Based Out-Of-Distribution Detection For Image Classification | Aug 1, 2022 | image-classificationImage Classification | CodeCode Available | 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 |
| p-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations | Jul 25, 2022 | Autonomous DrivingOut-of-Distribution Detection | —Unverified | 0 |
| 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 |
| Back to the Basics: Revisiting Out-of-Distribution Detection Baselines | Jul 7, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images | Jun 30, 2022 | Lesion ClassificationMulti-class Classification | CodeCode Available | 0 |
| 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 |
