| Out-of-distribution Detection in Medical Image Analysis: A survey | Apr 28, 2024 | Deep LearningMedical Image Analysis | —Unverified | 0 |
| Out-of-Distribution Detection using Maximum Entropy Coding | Apr 25, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Taming False Positives in Out-of-Distribution Detection with Human Feedback | Apr 25, 2024 | Medical DiagnosisOut-of-Distribution Detection | CodeCode Available | 0 |
| Revisiting Out-of-Distribution Detection in LiDAR-based 3D Object Detection | Apr 24, 2024 | 3D Object DetectionObject | CodeCode Available | 1 |
| Uncertainty in latent representations of variational autoencoders optimized for visual tasks | Apr 23, 2024 | Bayesian InferenceInductive Bias | CodeCode Available | 0 |
| Gradient-Regularized Out-of-Distribution Detection | Apr 18, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Variational Bayesian Last Layers | Apr 17, 2024 | Out-of-Distribution DetectionVariational Inference | CodeCode Available | 2 |
| Toward a Realistic Benchmark for Out-of-Distribution Detection | Apr 16, 2024 | Out-of-Distribution DetectionSemantic Similarity | —Unverified | 0 |
| Epistemic Uncertainty Quantification For Pre-trained Neural Network | Apr 15, 2024 | Active LearningOut-of-Distribution Detection | —Unverified | 0 |
| Rethinking Out-of-Distribution Detection for Reinforcement Learning: Advancing Methods for Evaluation and Detection | Apr 10, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| VI-OOD: A Unified Representation Learning Framework for Textual Out-of-distribution Detection | Apr 9, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| On the Learnability of Out-of-distribution Detection | Apr 7, 2024 | Learning TheoryOut-of-Distribution Detection | —Unverified | 0 |
| Focused Active Learning for Histopathological Image Classification | Apr 6, 2024 | Active LearningClassification | —Unverified | 0 |
| Learning Transferable Negative Prompts for Out-of-Distribution Detection | Apr 4, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 |
| CT-3DFlow : Leveraging 3D Normalizing Flows for Unsupervised Detection of Pathological Pulmonary CT scans | Mar 27, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Enabling Uncertainty Estimation in Iterative Neural Networks | Mar 25, 2024 | Bayesian OptimizationOut-of-Distribution Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection via Deep Multi-Comprehension Ensemble | Mar 24, 2024 | DiversityOut-of-Distribution Detection | —Unverified | 0 |
| Hypothesis-Driven Deep Learning for Out of Distribution Detection | Mar 21, 2024 | Decision MakingDeep Learning | —Unverified | 0 |
| Out-of-Distribution Detection Using Peer-Class Generated by Large Language Model | Mar 20, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?) | Mar 18, 2024 | Anomaly DetectionConformal Prediction | —Unverified | 0 |
| Variational Sampling of Temporal Trajectories | Mar 18, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Enhancing Out-of-Distribution Detection with Multitesting-based Layer-wise Feature Fusion | Mar 16, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Energy Correction Model in the Feature Space for Out-of-Distribution Detection | Mar 15, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Extracting Explanations, Justification, and Uncertainty from Black-Box Deep Neural Networks | Mar 13, 2024 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 |
| Towards a Framework for Deep Learning Certification in Safety-Critical Applications Using Inherently Safe Design and Run-Time Error Detection | Mar 12, 2024 | Deep LearningOut-of-Distribution Detection | —Unverified | 0 |
| Out-of-distribution Partial Label Learning | Mar 11, 2024 | object-detectionObject Detection | —Unverified | 0 |
| COOD: Combined out-of-distribution detection using multiple measures for anomaly & novel class detection in large-scale hierarchical classification | Mar 11, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Advancing Out-of-Distribution Detection through Data Purification and Dynamic Activation Function Design | Mar 6, 2024 | Out-of-Distribution DetectionSpecificity | —Unverified | 0 |
| Approximations to the Fisher Information Metric of Deep Generative Models for Out-Of-Distribution Detection | Mar 3, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Towards Out-of-Distribution Detection for breast cancer classification in Point-of-Care Ultrasound Imaging | Feb 29, 2024 | Cancer ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized Tasks | Feb 29, 2024 | BenchmarkingDisentanglement | CodeCode Available | 2 |
| Out-of-Distribution Detection using Neural Activation Prior | Feb 28, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| ConjNorm: Tractable Density Estimation for Out-of-Distribution Detection | Feb 27, 2024 | Density EstimationOut-of-Distribution Detection | —Unverified | 0 |
| On the (In)feasibility of ML Backdoor Detection as an Hypothesis Testing Problem | Feb 26, 2024 | Automated Theorem ProvingOut-of-Distribution Detection | CodeCode Available | 0 |
| PUAD: Frustratingly Simple Method for Robust Anomaly Detection | Feb 23, 2024 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| EndoOOD: Uncertainty-aware Out-of-distribution Detection in Capsule Endoscopy Diagnosis | Feb 18, 2024 | Decision MakingDiagnostic | —Unverified | 0 |
| Understanding Likelihood of Normalizing Flow and Image Complexity through the Lens of Out-of-Distribution Detection | Feb 16, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Out-of-Distribution Detection and Data Drift Monitoring using Statistical Process Control | Feb 12, 2024 | Computed Tomography (CT)Out-of-Distribution Detection | —Unverified | 0 |
| TriAug: Out-of-Distribution Detection for Imbalanced Breast Lesion in Ultrasound | Feb 12, 2024 | Out-of-Distribution DetectionRobust classification | —Unverified | 0 |
| Feature Density Estimation for Out-of-Distribution Detection via Normalizing Flows | Feb 9, 2024 | Density Estimationimage-classification | —Unverified | 0 |
| Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage? | Feb 9, 2024 | Deep LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| How Does Unlabeled Data Provably Help Out-of-Distribution Detection? | Feb 5, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Kernel PCA for Out-of-Distribution Detection | Feb 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Learning with Mixture of Prototypes for Out-of-Distribution Detection | Feb 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Optimal Parameter and Neuron Pruning for Out-of-Distribution Detection | Feb 4, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Towards Optimal Feature-Shaping Methods for Out-of-Distribution Detection | Feb 1, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Evaluation of Out-of-Distribution Detection Performance on Autonomous Driving Datasets | Jan 30, 2024 | Autonomous DrivingOut-of-Distribution Detection | —Unverified | 0 |
| Out-of-Distribution Detection & Applications With Ablated Learned Temperature Energy | Jan 22, 2024 | object-detectionObject Detection | CodeCode Available | 0 |
| Robust Anomaly Detection for Particle Physics Using Multi-Background Representation Learning | Jan 16, 2024 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 |
| NODI: Out-Of-Distribution Detection with Noise from Diffusion | Jan 13, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
