| Magnitude-aware Probabilistic Speaker Embeddings | Feb 28, 2022 | Out-of-Distribution DetectionSpeaker Verification | CodeCode Available | 3 | 5 |
| Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey | Sep 3, 2024 | Out-of-Distribution Detection | CodeCode Available | 2 | 5 |
| GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models | Oct 5, 2022 | Out-of-Distribution DetectionSegmentation | CodeCode Available | 2 | 5 |
| Extremely Simple Multimodal Outlier Synthesis for Out-of-Distribution Detection and Segmentation | May 22, 2025 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 2 | 5 |
| Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized Tasks | Feb 29, 2024 | BenchmarkingDisentanglement | CodeCode Available | 2 | 5 |
| Towards Open Vocabulary Learning: A Survey | Jun 28, 2023 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 2 | 5 |
| MOODv2: Masked Image Modeling for Out-of-Distribution Detection | Jan 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 | 5 |
| Variational Bayesian Last Layers | Apr 17, 2024 | Out-of-Distribution DetectionVariational Inference | CodeCode Available | 2 | 5 |
| Learning Transferable Negative Prompts for Out-of-Distribution Detection | Apr 4, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 | 5 |
| DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection | Nov 12, 2024 | Optical Flow EstimationOut-of-Distribution Detection | CodeCode Available | 2 | 5 |
| MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities | May 27, 2024 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 2 | 5 |
| Recent Advances in OOD Detection: Problems and Approaches | Sep 18, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 | 5 |
| Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark | Jun 21, 2024 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 2 | 5 |
| Disentangled Information Bottleneck | Dec 14, 2020 | Adversarial AttackOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Block Selection Method for Using Feature Norm in Out-of-distribution Detection | Dec 5, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Detecting Underspecification with Local Ensembles | Oct 21, 2019 | Active LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Denoising diffusion models for out-of-distribution detection | Nov 14, 2022 | DenoisingOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices | Dec 28, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Distinction Maximization Loss: Efficiently Improving Out-of-Distribution Detection and Uncertainty Estimation by Replacing the Loss and Calibrating | May 12, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Deep Anomaly Detection with Outlier Exposure | Dec 11, 2018 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| DeCoOp: Robust Prompt Tuning with Out-of-Distribution Detection | Jun 1, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Demo Abstract: Real-Time Out-of-Distribution Detection on a Mobile Robot | Nov 15, 2022 | Navigateobject-detection | CodeCode Available | 1 | 5 |
| A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks | Oct 7, 2016 | Anomaly DetectionAutomatic Speech Recognition | CodeCode Available | 1 | 5 |
| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Beyond AUROC & co. for evaluating out-of-distribution detection performance | Jun 26, 2023 | Binary ClassificationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| DiffGuard: Semantic Mismatch-Guided Out-of-Distribution Detection using Pre-trained Diffusion Models | Aug 15, 2023 | Generative Adversarial NetworkOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Deep Residual Flow for Out of Distribution Detection | Jan 15, 2020 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Contrastive Out-of-Distribution Detection for Pretrained Transformers | Apr 18, 2021 | Contrastive LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow | May 16, 2023 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances | Jul 16, 2020 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | Nov 24, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 | 5 |
| How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? | Mar 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks | Jul 10, 2018 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No | Aug 23, 2023 | NegationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Weakly-supervised Temporal Action Localization by Uncertainty Modeling | Jun 12, 2020 | Action ClassificationAction Localization | CodeCode Available | 1 | 5 |
| Bayesian continual learning and forgetting in neural networks | Apr 18, 2025 | Bayesian InferenceContinual Learning | CodeCode Available | 1 | 5 |
| Confidence-Aware Learning for Deep Neural Networks | Jul 3, 2020 | Active LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Continual Evidential Deep Learning for Out-of-Distribution Detection | Sep 6, 2023 | Continual LearningDeep Learning | CodeCode Available | 1 | 5 |
| Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings | Oct 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 | 5 |
| Adversarial vulnerability of powerful near out-of-distribution detection | Jan 18, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Balanced Energy Regularization Loss for Out-of-distribution Detection | Jun 18, 2023 | Classificationimage-classification | CodeCode Available | 1 | 5 |
| A framework for benchmarking class-out-of-distribution detection and its application to ImageNet | Feb 23, 2023 | BenchmarkingKnowledge Distillation | CodeCode Available | 1 | 5 |
| A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks | Dec 1, 2021 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| A Benchmark of Medical Out of Distribution Detection | Jul 8, 2020 | DiagnosticMedical Diagnosis | CodeCode Available | 1 | 5 |
