| DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection | Nov 12, 2024 | Optical Flow EstimationOut-of-Distribution Detection | CodeCode Available | 2 |
| Exploring Out-of-distribution Detection for Sparse-view Computed Tomography with Diffusion Models | Nov 9, 2024 | Computed Tomography (CT)CT Reconstruction | —Unverified | 0 |
| Self-Calibrated Tuning of Vision-Language Models for Out-of-Distribution Detection | Nov 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Double Descent Meets Out-of-Distribution Detection: Theoretical Insights and Empirical Analysis on the role of model complexity | Nov 4, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| DSDE: Using Proportion Estimation to Improve Model Selection for Out-of-Distribution Detection | Nov 3, 2024 | Change Point DetectionModel Selection | —Unverified | 0 |
| MADOD: Generalizing OOD Detection to Unseen Domains via G-Invariance Meta-Learning | Nov 2, 2024 | Domain GeneralizationMeta-Learning | —Unverified | 0 |
| Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection | Nov 1, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| 'No' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue | Oct 31, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Long-Tailed Out-of-Distribution Detection via Normalized Outlier Distribution Adaptation | Oct 28, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Integrating uncertainty quantification into randomized smoothing based robustness guarantees | Oct 27, 2024 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 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 |
| A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice | Oct 20, 2024 | Bayesian InferenceOut-of-Distribution Detection | —Unverified | 0 |
| Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation | Oct 19, 2024 | image-classificationImage Classification | —Unverified | 0 |
| On Information-Theoretic Measures of Predictive Uncertainty | Oct 14, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings | Oct 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| The Best of Both Worlds: On the Dilemma of Out-of-distribution Detection | Oct 12, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation | Oct 11, 2024 | Autonomous VehiclesOut-of-Distribution Detection | —Unverified | 0 |
| Prototype-based Optimal Transport for Out-of-Distribution Detection | Oct 10, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Adaptive Label Smoothing for Out-of-Distribution Detection | Oct 8, 2024 | Data AugmentationOut-of-Distribution Detection | —Unverified | 0 |
| Toward a Holistic Evaluation of Robustness in CLIP Models | Oct 2, 2024 | ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Forte : Finding Outliers with Representation Typicality Estimation | Oct 2, 2024 | Out-of-Distribution DetectionRepresentation Learning | 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 |
| Margin-bounded Confidence Scores for Out-of-Distribution Detection | Sep 22, 2024 | Autonomous DrivingBenchmarking | CodeCode Available | 0 |
| Learning Multi-Manifold Embedding for Out-Of-Distribution Detection | Sep 19, 2024 | Out-of-Distribution DetectionRepresentation Learning | —Unverified | 0 |
| Recent Advances in OOD Detection: Problems and Approaches | Sep 18, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 |
| Beyond Perceptual Distances: Rethinking Disparity Assessment for Out-of-Distribution Detection with Diffusion Models | Sep 16, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Enhancing Outlier Knowledge for Few-Shot Out-of-Distribution Detection with Extensible Local Prompts | Sep 7, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Resultant: Incremental Effectiveness on Likelihood for Unsupervised Out-of-Distribution Detection | Sep 5, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Better Verified Explanations with Applications to Incorrectness and Out-of-Distribution Detection | Sep 4, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| (Implicit) Ensembles of Ensembles: Epistemic Uncertainty Collapse in Large Models | Sep 4, 2024 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 |
| Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey | Sep 3, 2024 | Out-of-Distribution Detection | CodeCode Available | 2 |
| Logit Scaling for Out-of-Distribution Detection | Sep 2, 2024 | Out-of-Distribution Detection | CodeCode Available | 0 |
| DNN-GDITD: Out-of-distribution detection via Deep Neural Network based Gaussian Descriptor for Imbalanced Tabular Data | Sep 2, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Open-set recognition with long-tail sonar images | Sep 1, 2024 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Adaptive Open-Set Active Learning with Distance-Based Out-of-Distribution Detection for Robust Task-Oriented Dialog System | Sep 1, 2024 | Active LearningInformativeness | CodeCode Available | 0 |
| 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 |
| Hierarchical Visual Categories Modeling: A Joint Representation Learning and Density Estimation Framework for Out-of-Distribution Detection | Aug 28, 2024 | Density EstimationOut-of-Distribution Detection | —Unverified | 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 |
| Diffusion based Semantic Outlier Generation via Nuisance Awareness for Out-of-Distribution Detection | Aug 27, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Class-balanced Open-set Semi-supervised Object Detection for Medical Images | Aug 22, 2024 | Objectobject-detection | —Unverified | 0 |
| Low-Quality Image Detection by Hierarchical VAE | Aug 20, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Representation Norm Amplification for Out-of-Distribution Detection in Long-Tail Learning | Aug 20, 2024 | ClassificationLong-tail Learning | CodeCode Available | 0 |
| Out-of-Distribution Detection with Attention Head Masking for Multimodal Document Classification | Aug 20, 2024 | Document AIDocument Classification | CodeCode Available | 0 |
| Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to Tail | Aug 13, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Flexible Bayesian Last Layer Models Using Implicit Priors and Diffusion Posterior Sampling | Aug 7, 2024 | Computational EfficiencyOut-of-Distribution Detection | —Unverified | 0 |
| Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation | Aug 5, 2024 | Dimensionality ReductionImage Segmentation | CodeCode Available | 0 |
| Out-Of-Distribution Detection for Audio-visual Generalized Zero-Shot Learning: A General Framework | Aug 2, 2024 | Generalized Zero-Shot LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| Mitral Regurgitation Recognition based on Unsupervised Out-of-Distribution Detection with Residual Diffusion Amplification | Jul 31, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Rethinking Out-of-Distribution Detection on Imbalanced Data Distribution | Jul 23, 2024 | Out-of-Distribution 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 |
