| Understanding normalization in contrastive representation learning and out-of-distribution detection | Dec 23, 2023 | Anomaly DetectionContrastive Learning | CodeCode Available | 0 |
| Representation Norm Amplification for Out-of-Distribution Detection in Long-Tail Learning | Aug 20, 2024 | ClassificationLong-tail Learning | CodeCode Available | 0 |
| 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 |
| Semi-supervised novelty detection using ensembles with regularized disagreement | Dec 10, 2020 | Novelty DetectionOut-of-Distribution Detection | CodeCode Available | 0 |
| Learning Non-Linear Invariants for Unsupervised Out-of-Distribution Detection | Jul 4, 2024 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Learning Energy-Based Models by Cooperative Diffusion Recovery Likelihood | Sep 10, 2023 | Image InpaintingOut-of-Distribution Detection | CodeCode Available | 0 |
| Learning by Erasing: Conditional Entropy based Transferable Out-Of-Distribution Detection | Apr 23, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| AIROGS: Artificial Intelligence for RObust Glaucoma Screening Challenge | Feb 3, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Layer Adaptive Deep Neural Networks for Out-of-distribution Detection | Mar 1, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Large-Scale Open-Set Classification Protocols for ImageNet | Oct 13, 2022 | Classificationopen-set classification | CodeCode Available | 0 |
| 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 |
| Rethinking Out-of-Distribution Detection for Reinforcement Learning: Advancing Methods for Evaluation and Detection | Apr 10, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Towards Bridging the Performance Gaps of Joint Energy-based Models | Sep 16, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Dual Representation Learning for Out-of-Distribution Detection | Jun 19, 2022 | InformativenessOut-of-Distribution Detection | CodeCode Available | 0 |
| Rethinking Out-of-Distribution Detection on Imbalanced Data Distribution | Jul 23, 2024 | Out-of-Distribution Detection | CodeCode Available | 0 |
| kFolden: k-Fold Ensemble for Out-Of-Distribution Detection | Aug 29, 2021 | AttributeClassification | CodeCode Available | 0 |
| Efficient Out-of-Distribution Detection of Melanoma with Wavelet-based Normalizing Flows | Aug 9, 2022 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 0 |
| Key Feature Replacement of In-Distribution Samples for Out-of-Distribution Detection | Dec 26, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Rethinking Reconstruction Autoencoder-Based Out-of-Distribution Detection | Mar 4, 2022 | Out-of-Distribution DetectionTranslation | CodeCode Available | 0 |
| Kernel PCA for Out-of-Distribution Detection: Non-Linear Kernel Selections and Approximations | May 21, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Kernel PCA for Out-of-Distribution Detection | Feb 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| NCDD: Nearest Centroid Distance Deficit for Out-Of-Distribution Detection in Gastrointestinal Vision | Dec 2, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Rethinking the Evaluation of Out-of-Distribution Detection: A Sorites Paradox | Jun 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection | Dec 17, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Introspective Learning : A Two-Stage Approach for Inference in Neural Networks | Sep 17, 2022 | Active LearningDecision Making | CodeCode Available | 0 |
| NECO: NEural Collapse Based Out-of-distribution detection | Oct 10, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness | May 31, 2019 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 |
| Revisiting Deep Ensemble for Out-of-Distribution Detection: A Loss Landscape Perspective | Oct 22, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Revisiting Energy-Based Model for Out-of-Distribution Detection | Dec 4, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Bounded and Uniform Energy-based Out-of-distribution Detection for Graphs | Apr 18, 2025 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Input complexity and out-of-distribution detection with likelihood-based generative models | Sep 25, 2019 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 0 |
| Inhibited Softmax for Uncertainty Estimation in Neural Networks | Oct 3, 2018 | Out-of-Distribution DetectionSentiment Analysis | CodeCode Available | 0 |
| Boosting Out-of-Distribution Detection with Multiple Pre-trained Models | Dec 24, 2022 | DiversityOut-of-Distribution Detection | CodeCode Available | 0 |
| Revisiting Likelihood-Based Out-of-Distribution Detection by Modeling Representations | Apr 10, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| WDiscOOD: Out-of-Distribution Detection via Whitened Linear Discriminant Analysis | Mar 14, 2023 | Novel ConceptsOut-of-Distribution Detection | CodeCode Available | 0 |
| Non-Linear Outlier Synthesis for Out-of-Distribution Detection | Nov 20, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time Applications | Jul 25, 2021 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 0 |
| Zero-Shot Out-of-Distribution Detection with Feature Correlations | Sep 25, 2019 | Feature CorrelationOut-of-Distribution Detection | CodeCode Available | 0 |
| No True State-of-the-Art? OOD Detection Methods are Inconsistent across Datasets | Sep 12, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| DOS: Diverse Outlier Sampling for Out-of-Distribution Detection | Jun 3, 2023 | DiversityOut-of-Distribution Detection | CodeCode Available | 0 |
| ODDObjects: A Framework for Multiclass Unsupervised Anomaly Detection on Masked Objects | Apr 26, 2021 | Anomaly DetectionImage Reconstruction | CodeCode Available | 0 |
| Revisit PCA-based Technique for Out-of-Distribution Detection | Jan 1, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Improving Taxonomic Image-based Out-of-distribution Detection With DNA Barcodes | Jun 27, 2024 | Out-of-Distribution Detection | CodeCode Available | 0 |
| On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks | May 27, 2019 | ClassificationData Augmentation | CodeCode Available | 0 |
| On Out-of-Distribution Detection for Audio with Deep Nearest Neighbors | Oct 27, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Improving Out-of-Distribution Detection by Combining Existing Post-hoc Methods | Jul 9, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Towards neural networks that provably know when they don't know | Sep 26, 2019 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression | Aug 17, 2023 | Age EstimationDepth Aleatoric Uncertainty Estimation | CodeCode Available | 0 |
| Improving Explainability of Softmax Classifiers Using a Prototype-Based Joint Embedding Method | Jul 2, 2024 | Explainable Artificial Intelligence (XAI)Out-of-Distribution Detection | CodeCode Available | 0 |
| Improving Confident-Classifiers For Out-of-distribution Detection | Sep 25, 2019 | image-classificationImage Classification | CodeCode Available | 0 |
