| Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks | Aug 16, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Benchmarking Scalable Epistemic Uncertainty Quantification in Organ Segmentation | Aug 15, 2023 | BenchmarkingMedical Image Analysis | CodeCode Available | 0 |
| Unsupervised Out-of-Distribution Dialect Detection with Mahalanobis Distance | Aug 9, 2023 | ClassificationDialect Identification | —Unverified | 0 |
| MSAC: Multiple Speech Attribute Control Method for Reliable Speech Emotion Recognition | Aug 8, 2023 | AttributeCross-corpus | —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 |
| 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 |
| Three Factors to Improve Out-of-Distribution Detection | Aug 2, 2023 | Contrastive LearningKnowledge Distillation | —Unverified | 0 |
| A Probabilistic Approach to Self-Supervised Learning using Cyclical Stochastic Gradient MCMC | Aug 2, 2023 | Out-of-Distribution DetectionSelf-Supervised Learning | —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 |
| GradOrth: A Simple yet Efficient Out-of-Distribution Detection with Orthogonal Projection of Gradients | Aug 1, 2023 | Out-of-Distribution Detection | —Unverified | 0 |
| MIM-OOD: Generative Masked Image Modelling for Out-of-Distribution Detection in Medical Images | Jul 27, 2023 | AnatomyOut-of-Distribution Detection | —Unverified | 0 |
| HOOD: Real-Time Human Presence and Out-of-Distribution Detection Using FMCW Radar | Jul 24, 2023 | CPUOut-of-Distribution Detection | —Unverified | 0 |
| A Holistic Assessment of the Reliability of Machine Learning Systems | Jul 20, 2023 | Adversarial RobustnessOut-of-Distribution Detection | —Unverified | 0 |
| Pseudo Outlier Exposure for Out-of-Distribution Detection using Pretrained Transformers | Jul 18, 2023 | Out-of-Distribution Detectiontext-classification | —Unverified | 0 |
| Classical Out-of-Distribution Detection Methods Benchmark in Text Classification Tasks | Jul 13, 2023 | Out-of-Distribution Detectiontext-classification | CodeCode Available | 0 |
| Reject option models comprising out-of-distribution detection | Jul 11, 2023 | Out-of-Distribution Detection | —Unverified | 0 |
| StyleGAN2-based Out-of-Distribution Detection for Medical Imaging | Jul 10, 2023 | Computed Tomography (CT)Generative Adversarial Network | —Unverified | 0 |
| Many tasks make light work: Learning to localise medical anomalies from multiple synthetic tasks | Jul 3, 2023 | Out-of-Distribution DetectionSelf-Supervised Learning | CodeCode Available | 0 |
| Image Background Serves as Good Proxy for Out-of-distribution Data | Jul 2, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Limitations of Out-of-Distribution Detection in 3D Medical Image Segmentation | Jun 23, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| A Cosine Similarity-based Method for Out-of-Distribution Detection | Jun 23, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Density Uncertainty Layers for Reliable Uncertainty Estimation | Jun 21, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| BED: Bi-Encoder-Based Detectors for Out-of-Distribution Detection | Jun 15, 2023 | BenchmarkingOut-of-Distribution Detection | CodeCode Available | 0 |
| DiffAug: A Diffuse-and-Denoise Augmentation for Training Robust Classifiers | Jun 15, 2023 | DenoisingImage Generation | —Unverified | 0 |
| Learning Unnormalized Statistical Models via Compositional Optimization | Jun 13, 2023 | Density EstimationImage Generation | —Unverified | 0 |
| Fast light-field 3D microscopy with out-of-distribution detection and adaptation through Conditional Normalizing Flows | Jun 10, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| How Does Fine-Tuning Impact Out-of-Distribution Detection for Vision-Language Models? | Jun 9, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Exploring Simple, High Quality Out-of-Distribution Detection with L2 Normalization | Jun 7, 2023 | Image AugmentationOut-of-Distribution Detection | —Unverified | 0 |
| A Functional Data Perspective and Baseline On Multi-Layer Out-of-Distribution Detection | Jun 6, 2023 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 0 |
| Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability | Jun 6, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| DOS: Diverse Outlier Sampling for Out-of-Distribution Detection | Jun 3, 2023 | DiversityOut-of-Distribution Detection | CodeCode Available | 0 |
| Semantic Role Labeling Guided Out-of-distribution Detection | May 29, 2023 | Out-of-Distribution DetectionSemantic Role Labeling | CodeCode Available | 0 |
| SR-OOD: Out-of-Distribution Detection via Sample Repairing | May 26, 2023 | Generative Adversarial NetworkOut-of-Distribution Detection | —Unverified | 0 |
| Hybrid Energy Based Model in the Feature Space for Out-of-Distribution Detection | May 26, 2023 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 0 |
| SELFOOD: Self-Supervised Out-Of-Distribution Detection via Learning to Rank | May 24, 2023 | Learning-To-RankOut-of-Distribution Detection | CodeCode Available | 0 |
| Task-Oriented Communication with Out-of-Distribution Detection: An Information Bottleneck Framework | May 21, 2023 | InformativenessOut-of-Distribution Detection | CodeCode Available | 0 |
| Logit-Based Ensemble Distribution Distillation for Robust Autoregressive Sequence Uncertainties | May 17, 2023 | image-classificationImage Classification | —Unverified | 0 |
| Out-of-Distribution Detection for Adaptive Computer Vision | May 16, 2023 | Out-of-Distribution Detection | —Unverified | 0 |
| Uncertainty Estimation and Out-of-Distribution Detection for Deep Learning-Based Image Reconstruction using the Local Lipschitz | May 12, 2023 | Computed Tomography (CT)Data Augmentation | —Unverified | 0 |
| A Survey on Out-of-Distribution Detection in NLP | May 5, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Out-of-distribution detection algorithms for robust insect classification | May 2, 2023 | ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Detecting Out-of-distribution Data through In-distribution Class Prior | Apr 25, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Persistently Trained, Diffusion-assisted Energy-based Models | Apr 21, 2023 | Density EstimationImage Generation | CodeCode Available | 0 |
| Learning Sample Difficulty from Pre-trained Models for Reliable Prediction | Apr 20, 2023 | Out-of-Distribution DetectionPrediction | —Unverified | 0 |
| Unified Out-Of-Distribution Detection: A Model-Specific Perspective | Apr 13, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Unsupervised out-of-distribution detection for safer robotically guided retinal microsurgery | Apr 11, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Deep Anti-Regularized Ensembles provide reliable out-of-distribution uncertainty quantification | Apr 8, 2023 | Out-of-Distribution Detectionregression | CodeCode Available | 0 |
| Beyond Unimodal: Generalising Neural Processes for Multimodal Uncertainty Estimation | Apr 4, 2023 | Gaussian ProcessesOut-of-Distribution Detection | —Unverified | 0 |
