| Stochastic Vision Transformers with Wasserstein Distance-Aware Attention | Nov 30, 2023 | Out-of-Distribution DetectionSelf-Supervised Learning | —Unverified | 0 | 0 |
| Hybrid Models for Open Set Recognition | Mar 27, 2020 | Open Set LearningOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Hypercone Assisted Contour Generation for Out-of-Distribution Detection | Jan 17, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| ExCeL : Combined Extreme and Collective Logit Information for Enhancing Out-of-Distribution Detection | Nov 23, 2023 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| HyperMix: Out-of-Distribution Detection and Classification in Few-Shot Settings | Dec 22, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Unsupervised Video Anomaly Detection via Normalizing Flows with Implicit Latent Features | Oct 15, 2020 | Anomaly DetectionDecoder | —Unverified | 0 | 0 |
| Hypothesis-Driven Deep Learning for Out of Distribution Detection | Mar 21, 2024 | Decision MakingDeep Learning | —Unverified | 0 | 0 |
| iDECODe: In-distribution Equivariance for Conformal Out-of-distribution Detection | Jan 7, 2022 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Evaluation of Out-of-Distribution Detection Performance on Autonomous Driving Datasets | Jan 30, 2024 | Autonomous DrivingOut-of-Distribution Detection | —Unverified | 0 | 0 |
| I Find Your Lack of Uncertainty in Computer Vision Disturbing | Apr 16, 2021 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 | 0 |
| Adaptive Hierarchical Graph Cut for Multi-granularity Out-of-distribution Detection | Dec 20, 2024 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| StyleGAN2-based Out-of-Distribution Detection for Medical Imaging | Jul 10, 2023 | Computed Tomography (CT)Generative Adversarial Network | —Unverified | 0 | 0 |
| (Implicit) Ensembles of Ensembles: Epistemic Uncertainty Collapse in Large Models | Sep 4, 2024 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 | 0 |
| Evaluation of Out-of-Distribution Detection Performance of Self-Supervised Learning in a Controllable Environment | Nov 26, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Out-of-distribution detection for regression tasks: parameter versus predictor entropy | Oct 24, 2020 | DiversityOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Supervision Adaptation Balancing In-distribution Generalization and Out-of-distribution Detection | Jun 19, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| PAWS-VMK: A Unified Approach To Semi-Supervised Learning And Out-of-Distribution Detection | Nov 28, 2023 | Benchmarkingimage-classification | —Unverified | 0 | 0 |
| Improving and Assessing Anomaly Detectors for Large-Scale Settings | Sep 29, 2021 | Anomaly SegmentationOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Structured Dropout Variational Inference for Bayesian Neural Networks | Feb 16, 2021 | Bayesian InferenceComputational Efficiency | —Unverified | 0 | 0 |
| Suppressing Outlier Reconstruction in Autoencoders for Out-of-Distribution Detection | Jan 1, 2021 | Outlier DetectionOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Improving colonoscopy lesion classification using semi-supervised deep learning | Sep 7, 2020 | ClassificationDeep Learning | —Unverified | 0 | 0 |
| Improving Compositionality of Neural Networks by Decoding Representations to Inputs | Jun 1, 2021 | FairnessOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Unveiling the Potential of Probabilistic Embeddings in Self-Supervised Learning | Oct 27, 2023 | Out-of-Distribution DetectionSelf-Supervised Learning | —Unverified | 0 | 0 |
| Improving Deep Ensembles by Estimating Confusion Matrices | Mar 10, 2025 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Improving Deep Learning Sound Events Classifiers using Gram Matrix Feature-wise Correlations | Feb 23, 2021 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Establishing baselines and introducing TernaryMixOE for fine-grained out-of-distribution detection | Mar 30, 2023 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Improving Entropic Out-of-Distribution Detection using Isometric Distances and the Minimum Distance Score | May 21, 2021 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Epistemic Uncertainty Quantification For Pre-Trained Neural Networks | Jan 1, 2024 | Active LearningOut-of-Distribution Detection | —Unverified | 0 | 0 |
| A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection | Sep 26, 2022 | Autonomous DrivingDomain Generalization | —Unverified | 0 | 0 |
| Improving Face Recognition by Clustering Unlabeled Faces in the Wild | Jul 14, 2020 | ClusteringFace Clustering | —Unverified | 0 | 0 |
| Task-agnostic Continual Hippocampus Segmentation for Smooth Population Shifts | Aug 5, 2022 | Continual LearningHippocampus | —Unverified | 0 | 0 |
| Improving Out-of-Distribution Detection via Epistemic Uncertainty Adversarial Training | Sep 5, 2022 | Computational EfficiencyOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Improving Out-of-Distribution Detection with Markov Logic Networks | May 28, 2025 | Computational EfficiencyOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Epistemic Uncertainty Quantification For Pre-trained Neural Network | Apr 15, 2024 | Active LearningOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Improving Reconstruction Autoencoder Out-of-distribution Detection with Mahalanobis Distance | Dec 6, 2018 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Improving robustness and calibration in ensembles with diversity regularization | Jan 26, 2022 | DiversityOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Robust Contrastive Active Learning with Feature-guided Query Strategies | Sep 13, 2021 | Active Learningimage-classification | —Unverified | 0 | 0 |
| You can have your ensemble and run it too -- Deep Ensembles Spread Over Time | Sep 20, 2023 | Autonomous DrivingOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation | Nov 10, 2022 | Image SegmentationMedical Image Analysis | —Unverified | 0 | 0 |
| A Global Model Approach to Robust Few-Shot SAR Automatic Target Recognition | Mar 20, 2023 | Meta-LearningOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Linking Neural Collapse and L2 Normalization with Improved Out-of-Distribution Detection in Deep Neural Networks | Sep 17, 2022 | L2 RegularizationOut-of-Distribution Detection | —Unverified | 0 | 0 |
| Informative Outlier Matters: Robustifying Out-of-distribution Detection Using Outlier Mining | Sep 28, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Informed Mixing -- Improving Open Set Recognition via Attribution-based Augmentation | May 19, 2025 | Data AugmentationOpen Set Learning | —Unverified | 0 | 0 |
| Teaching Uncertainty Quantification in Machine Learning through Use Cases | Aug 19, 2021 | BIG-bench Machine LearningGeneral Knowledge | —Unverified | 0 | 0 |
| EOOD: Entropy-based Out-of-distribution Detection | Apr 4, 2025 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| InPL: Pseudo-labeling the Inliers First for Imbalanced Semi-supervised Learning | Mar 13, 2023 | Out-of-Distribution Detection | —Unverified | 0 | 0 |
| Technical report on target classification in SAR track | May 3, 2024 | ClassificationData Augmentation | —Unverified | 0 | 0 |
| Integrating uncertainty quantification into randomized smoothing based robustness guarantees | Oct 27, 2024 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 | 0 |
| Interpretable Out-Of-Distribution Detection Using Pattern Identification | Jan 24, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Interpreting deep learning output for out-of-distribution detection | Nov 7, 2022 | Deep LearningOut-of-Distribution Detection | —Unverified | 0 | 0 |