| Can input reconstruction be used to directly estimate uncertainty of a regression U-Net model? -- Application to proton therapy dose prediction for head and neck cancer patients | Oct 30, 2023 | Out-of-Distribution Detectionregression | —Unverified | 0 | 0 |
| Which models are innately best at uncertainty estimation? | Jun 5, 2022 | BenchmarkingOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Buffer-free Class-Incremental Learning with Out-of-Distribution Detection | May 29, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 | 0 |
| Bridging Machine Learning and Sciences: Opportunities and Challenges | Oct 24, 2022 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 | 0 |
| AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage | Oct 7, 2022 | Few-Shot Learningobject-detection | —Unverified | 0 | 0 |
| RUNA: Object-level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations | Mar 28, 2025 | ObjectOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Runtime Monitoring for Out-of-Distribution Detection in Object Detection Neural Networks | Dec 15, 2022 | object-detectionObject Detection | —Unverified | 0 | 0 |
| Safe Domain Randomization via Uncertainty-Aware Out-of-Distribution Detection and Policy Adaptation | Jul 8, 2025 | MuJoCoOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Unsupervised Anomaly Detection From Semantic Similarity Scores | Dec 1, 2020 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Boundary Aware Learning for Out-of-distribution Detection | Dec 22, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Boosting Out-of-distribution Detection with Typical Features | Oct 9, 2022 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| SEE-OoD: Supervised Exploration For Enhanced Out-of-Distribution Detection | Oct 12, 2023 | Data AugmentationOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Which MOoD Methods work? A Benchmark of Medical Out of Distribution Detection | Jan 25, 2020 | Medical DiagnosisOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Bi-level Doubly Variational Learning for Energy-based Latent Variable Models | Mar 24, 2022 | Image GenerationImage Reconstruction | —Unverified | 0 | 0 |
| Self-Distribution Distillation: Efficient Uncertainty Estimation | Mar 15, 2022 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Self-Joint Supervised Learning | Sep 29, 2021 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Self-Knowledge Distillation via Dropout | Aug 11, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 | 0 |
| Unsupervised Evaluation of Out-of-distribution Detection: A Data-centric Perspective | Feb 16, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Unsupervised Out-of-Distribution Detection with Batch Normalization | Oct 21, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Self-Supervised Out-of-Distribution Detection in Brain CT Scans | Nov 10, 2020 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Beyond Clean Training Data: A Versatile and Model-Agnostic Framework for Out-of-Distribution Detection with Contaminated Training Data | Jan 1, 2025 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Better Verified Explanations with Applications to Incorrectness and Out-of-Distribution Detection | Sep 4, 2024 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Semantic Driven Energy based Out-of-Distribution Detection | Aug 23, 2022 | object-detectionObject Detection | —Unverified | 0 | 0 |
| Semantic or Covariate? A Study on the Intractable Case of Out-of-Distribution Detection | Nov 18, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| A Holistic Assessment of the Reliability of Machine Learning Systems | Jul 20, 2023 | Adversarial RobustnessOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Sequential Bayesian Neural Subnetwork Ensembles | Jun 1, 2022 | Adversarial RobustnessOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Why Out-of-distribution Detection in CNNs Does Not Like Mahalanobis -- and What to Use Instead | Oct 13, 2021 | Out-of-Distribution DetectionPlaying the Game of 2048 | —Unverified | 0 | 0 |
| Why Should we Combine Training and Post-Training Methods for Out-of-Distribution Detection? | Dec 5, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Simple and Effective Out-of-Distribution Detection via Cosine-based Softmax Loss | Jan 1, 2023 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Benchmark for Out-of-Distribution Detection in Deep Reinforcement Learning | Dec 5, 2021 | Deep Reinforcement LearningOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Exploring Simple, High Quality Out-of-Distribution Detection with L2 Normalization | Jun 7, 2023 | Image AugmentationOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Adaptive Label Smoothing for Out-of-Distribution Detection | Oct 8, 2024 | Data AugmentationOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Simultaneous Classification and Out-of-Distribution Detection Using Deep Neural Networks | Sep 25, 2019 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| BEA: Revisiting anchor-based object detection DNN using Budding Ensemble Architecture | Sep 14, 2023 | 2D Object Detectionobject-detection | —Unverified | 0 | 0 |
| Unifying Self-Supervised Clustering and Energy-Based Models | Dec 30, 2023 | ClusteringOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Situation Monitor: Diversity-Driven Zero-Shot Out-of-Distribution Detection using Budding Ensemble Architecture for Object Detection | Jun 5, 2024 | Autonomous DrivingDiversity | —Unverified | 0 | 0 |
| Bayesian Variational Autoencoders for Unsupervised Out-of-Distribution Detection | Dec 11, 2019 | DecoderOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Bayesian Neural Networks with Variance Propagation for Uncertainty Evaluation | Jan 1, 2021 | Bayesian InferenceComputational Efficiency | —Unverified | 0 | 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 | 0 |
| Sneakoscope: Revisiting Unsupervised Out-of-Distribution Detection | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Batch-Ensemble Stochastic Neural Networks for Out-of-Distribution Detection | Jun 26, 2022 | BIG-bench Machine LearningOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Soft Labeling Affects Out-of-Distribution Detection of Deep Neural Networks | Jul 7, 2020 | Model CompressionOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Unsupervised Out-of-Distribution Dialect Detection with Mahalanobis Distance | Aug 9, 2023 | ClassificationDialect Identification | —Unverified | 0 | 0 |
| Are DNNs fooled by extremely unrecognizable images? | Dec 7, 2020 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Fourier networks for uncertainty estimates and out-of-distribution detection | Sep 25, 2019 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Fool Me Once: Robust Selective Segmentation via Out-of-Distribution Detection with Contrastive Learning | Mar 1, 2021 | Contrastive LearningData Augmentation | —Unverified | 0 | 0 |
| FROB: Few-shot ROBust Model for Classification with Out-of-Distribution Detection | Sep 29, 2021 | One-Class ClassificationOut-of-Distribution Detection | —Unverified | 0 | 0 |
| FROB: Few-shot ROBust Model for Classification and Out-of-Distribution Detection | Nov 30, 2021 | One-Class ClassificationOut-of-Distribution Detection | —Unverified | 0 | 0 |
| SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps | May 21, 2025 | Graph Neural NetworkOut-of-Distribution Detection | —Unverified | 0 | 0 |
| FOOD: Facial Authentication and Out-of-Distribution Detection with Short-Range FMCW Radar | Jun 6, 2024 | DecoderOut-of-Distribution Detection | —Unverified | 0 | 0 |
