| Magnitude-aware Probabilistic Speaker Embeddings | Feb 28, 2022 | Out-of-Distribution DetectionSpeaker Verification | CodeCode Available | 3 |
| Extremely Simple Multimodal Outlier Synthesis for Out-of-Distribution Detection and Segmentation | May 22, 2025 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 2 |
| DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection | Nov 12, 2024 | Optical Flow EstimationOut-of-Distribution Detection | CodeCode Available | 2 |
| Recent Advances in OOD Detection: Problems and Approaches | Sep 18, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 |
| Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey | Sep 3, 2024 | Out-of-Distribution Detection | CodeCode Available | 2 |
| Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark | Jun 21, 2024 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 2 |
| MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities | May 27, 2024 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 2 |
| Variational Bayesian Last Layers | Apr 17, 2024 | Out-of-Distribution DetectionVariational Inference | CodeCode Available | 2 |
| Learning Transferable Negative Prompts for Out-of-Distribution Detection | Apr 4, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 |
| Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized Tasks | Feb 29, 2024 | BenchmarkingDisentanglement | CodeCode Available | 2 |
| MOODv2: Masked Image Modeling for Out-of-Distribution Detection | Jan 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 |
| Towards Open Vocabulary Learning: A Survey | Jun 28, 2023 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 2 |
| GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models | Oct 5, 2022 | Out-of-Distribution DetectionSegmentation | CodeCode Available | 2 |
| Bayesian continual learning and forgetting in neural networks | Apr 18, 2025 | Bayesian InferenceContinual Learning | CodeCode Available | 1 |
| Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations | Mar 24, 2025 | cross-modal alignmentImage Classification | CodeCode Available | 1 |
| OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection | Mar 20, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary | Mar 13, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Delving into Out-of-Distribution Detection with Medical Vision-Language Models | Mar 2, 2025 | Benchmarkingimage-classification | CodeCode Available | 1 |
| CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging | Mar 1, 2025 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection on Graphs: A Survey | Feb 12, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 1 |
| A Benchmark and Evaluation for Real-World Out-of-Distribution Detection Using Vision-Language Models | Jan 30, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation | Dec 18, 2024 | Earth ObservationOut-of-Distribution Detection | CodeCode Available | 1 |
| 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 |
| Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings | Oct 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| On Information-Theoretic Measures of Predictive Uncertainty | Oct 14, 2024 | Out-of-Distribution 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 |
| Open-set recognition with long-tail sonar images | Sep 1, 2024 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| 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 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental Learning | Jul 8, 2024 | Benchmarkingclass-incremental learning | CodeCode Available | 1 |
| Combine and Conquer: A Meta-Analysis on Data Shift and Out-of-Distribution Detection | Jun 23, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Envisioning Outlier Exposure by Large Language Models for Out-of-Distribution Detection | Jun 2, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| DeCoOp: Robust Prompt Tuning with Out-of-Distribution Detection | Jun 1, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| PixOOD: Pixel-Level Out-of-Distribution Detection | May 30, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Embedding Trajectory for Out-of-Distribution Detection in Mathematical Reasoning | May 22, 2024 | Mathematical ReasoningMultiple-choice | CodeCode Available | 1 |
| Out-of-Distribution Detection with a Single Unconditional Diffusion Model | May 20, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Energy-based Hopfield Boosting for Out-of-Distribution Detection | May 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Revisiting Out-of-Distribution Detection in LiDAR-based 3D Object Detection | Apr 24, 2024 | 3D Object DetectionObject | CodeCode Available | 1 |
| Enabling Uncertainty Estimation in Iterative Neural Networks | Mar 25, 2024 | Bayesian OptimizationOut-of-Distribution Detection | CodeCode Available | 1 |
| PUAD: Frustratingly Simple Method for Robust Anomaly Detection | Feb 23, 2024 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| Learning with Mixture of Prototypes for Out-of-Distribution Detection | Feb 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| How Does Unlabeled Data Provably Help Out-of-Distribution Detection? | Feb 5, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Towards Optimal Feature-Shaping Methods for Out-of-Distribution Detection | Feb 1, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| GOODAT: Towards Test-time Graph Out-of-Distribution Detection | Jan 10, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Test-Time Linear Out-of-Distribution Detection | Jan 1, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection in Long-Tailed Recognition with Calibrated Outlier Class Learning | Dec 17, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| EAT: Towards Long-Tailed Out-of-Distribution Detection | Dec 14, 2023 | Long-tail LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Navigating Open Set Scenarios for Skeleton-based Action Recognition | Dec 11, 2023 | Action RecognitionActivity Recognition | CodeCode Available | 1 |
| Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image Recognition | Nov 30, 2023 | Explainable Artificial Intelligence (XAI)image-classification | CodeCode Available | 1 |
| ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection | Nov 26, 2023 | Few-Shot LearningOut-of-Distribution Detection | CodeCode Available | 1 |
