| Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection | Oct 12, 2023 | DescriptiveOut-of-Distribution Detection | —Unverified | 0 |
| NECO: NEural Collapse Based Out-of-distribution detection | Oct 10, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Entropy-MCMC: Sampling from Flat Basins with Ease | Oct 9, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Understanding the Feature Norm for Out-of-Distribution Detection | Oct 9, 2023 | Out-of-Distribution Detection | —Unverified | 0 |
| FLatS: Principled Out-of-Distribution Detection with Feature-Based Likelihood Ratio Score | Oct 8, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Learning A Disentangling Representation For PU Learning | Oct 5, 2023 | ClusteringDensity Estimation | —Unverified | 0 |
| OpenPatch: a 3D patchwork for Out-Of-Distribution detection | Oct 5, 2023 | Novelty DetectionOut-of-Distribution Detection | —Unverified | 0 |
| A Metacognitive Approach to Out-of-Distribution Detection for Segmentation | Oct 4, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Out-of-Distribution Detection by Leveraging Between-Layer Transformation Smoothness | Oct 4, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms | Oct 3, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Can Pre-trained Networks Detect Familiar Out-of-Distribution Data? | Oct 2, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement | Sep 30, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Unmasking the Chameleons: A Benchmark for Out-of-Distribution Detection in Medical Tabular Data | Sep 28, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization | Sep 27, 2023 | DiversityOut-of-Distribution Detection | CodeCode Available | 0 |
| Nearest Neighbor Guidance for Out-of-Distribution Detection | Sep 26, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| You can have your ensemble and run it too -- Deep Ensembles Spread Over Time | Sep 20, 2023 | Autonomous DrivingOut-of-Distribution Detection | —Unverified | 0 |
| BEA: Revisiting anchor-based object detection DNN using Budding Ensemble Architecture | Sep 14, 2023 | 2D Object Detectionobject-detection | —Unverified | 0 |
| Out of Distribution Detection via Domain-Informed Gaussian Process State Space Models | Sep 13, 2023 | NavigateOut-of-Distribution Detection | —Unverified | 0 |
| Learning Energy-Based Models by Cooperative Diffusion Recovery Likelihood | Sep 10, 2023 | Image InpaintingOut-of-Distribution Detection | CodeCode Available | 0 |
| HAct: Out-of-Distribution Detection with Neural Net Activation Histograms | Sep 9, 2023 | Computational Efficiencyimage-classification | —Unverified | 0 |
| Continual Evidential Deep Learning for Out-of-Distribution Detection | Sep 6, 2023 | Continual LearningDeep Learning | CodeCode Available | 1 |
| Probabilistic Self-supervised Learning via Scoring Rules Minimization | Sep 5, 2023 | Knowledge DistillationOut-of-Distribution Detection | —Unverified | 0 |
| Unsupervised Out-of-Distribution Detection by Restoring Lossy Inputs with Variational Autoencoder | Sep 5, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Enhancing Automated and Early Detection of Alzheimer's Disease Using Out-Of-Distribution Detection | Sep 4, 2023 | MRI classificationOut-of-Distribution Detection | —Unverified | 0 |
| On the use of Mahalanobis distance for out-of-distribution detection with neural networks for medical imaging | Sep 4, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Improving Out-of-Distribution Detection in Echocardiographic View Classication through Enhancing Semantic Features | Aug 31, 2023 | ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Diversified Ensemble of Independent Sub-Networks for Robust Self-Supervised Representation Learning | Aug 28, 2023 | DiversityEnsemble Learning | —Unverified | 0 |
| Out-of-distribution detection using normalizing flows on the data manifold | Aug 26, 2023 | Density EstimationOut-of-Distribution Detection | —Unverified | 0 |
| Realistic Unsupervised CLIP Fine-tuning with Universal Entropy Optimization | Aug 24, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Graph Neural Stochastic Differential Equations | Aug 23, 2023 | Out-of-Distribution DetectionPrediction | —Unverified | 0 |
| CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No | Aug 23, 2023 | NegationOut-of-Distribution Detection | CodeCode Available | 1 |
| Expecting The Unexpected: Towards Broad Out-Of-Distribution Detection | Aug 22, 2023 | BenchmarkingOut-of-Distribution Detection | CodeCode Available | 0 |
| How Good Are LLMs at Out-of-Distribution Detection? | Aug 20, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| From Global to Local: Multi-scale Out-of-distribution Detection | Aug 20, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression | Aug 17, 2023 | Age EstimationDepth Aleatoric Uncertainty Estimation | CodeCode Available | 0 |
| Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks | Aug 16, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| 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 |
| Benchmarking Scalable Epistemic Uncertainty Quantification in Organ Segmentation | Aug 15, 2023 | BenchmarkingMedical Image Analysis | CodeCode Available | 0 |
| Probabilistic MIMO U-Net: Efficient and Accurate Uncertainty Estimation for Pixel-wise Regression | Aug 14, 2023 | Computational Efficiencyimage-classification | CodeCode Available | 1 |
| Out-of-Distribution Detection for Monocular Depth Estimation | Aug 11, 2023 | Anomaly DetectionDecoder | CodeCode Available | 1 |
| Unsupervised Out-of-Distribution Dialect Detection with Mahalanobis Distance | Aug 9, 2023 | ClassificationDialect Identification | —Unverified | 0 |
| Dynamic Model Agnostic Reliability Evaluation of Machine-Learning Methods Integrated in Instrumentation & Control Systems | Aug 8, 2023 | Out-of-Distribution Detection | —Unverified | 0 |
| MSAC: Multiple Speech Attribute Control Method for Reliable Speech Emotion Recognition | Aug 8, 2023 | AttributeCross-corpus | —Unverified | 0 |
| Redesigning Out-of-Distribution Detection on 3D Medical Images | Aug 7, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation | Aug 7, 2023 | Dimensionality ReductionImage Segmentation | CodeCode Available | 0 |
| DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization | Aug 4, 2023 | Activity RecognitionGesture Recognition | —Unverified | 0 |
| Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomalies | Aug 2, 2023 | Anomaly DetectionImage Segmentation | CodeCode Available | 0 |
| A Probabilistic Approach to Self-Supervised Learning using Cyclical Stochastic Gradient MCMC | Aug 2, 2023 | Out-of-Distribution DetectionSelf-Supervised Learning | —Unverified | 0 |
| Three Factors to Improve Out-of-Distribution Detection | Aug 2, 2023 | Contrastive LearningKnowledge Distillation | —Unverified | 0 |
| GradOrth: A Simple yet Efficient Out-of-Distribution Detection with Orthogonal Projection of Gradients | Aug 1, 2023 | Out-of-Distribution Detection | —Unverified | 0 |
