| Learning to Augment Distributions for Out-of-Distribution Detection | Nov 3, 2023 | Learning TheoryOut-of-Distribution Detection | CodeCode Available | 1 |
| Open-CRB: Towards Open World Active Learning for 3D Object Detection | Oct 16, 2023 | 3D Object DetectionActive Learning | CodeCode Available | 1 |
| 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 |
| Nearest Neighbor Guidance for Out-of-Distribution Detection | Sep 26, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Continual Evidential Deep Learning for Out-of-Distribution Detection | Sep 6, 2023 | Continual LearningDeep Learning | CodeCode Available | 1 |
| 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 |
| Realistic Unsupervised CLIP Fine-tuning with Universal Entropy Optimization | Aug 24, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No | Aug 23, 2023 | NegationOut-of-Distribution Detection | CodeCode Available | 1 |
| How Good Are LLMs at Out-of-Distribution Detection? | Aug 20, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| 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 |
| 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 |
| HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness | Jul 21, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Unsupervised 3D out-of-distribution detection with latent diffusion models | Jul 7, 2023 | DenoisingOut-of-Distribution Detection | CodeCode Available | 1 |
| Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration | Jul 3, 2023 | Autonomous DrivingObject | CodeCode Available | 1 |
| Beyond AUROC & co. for evaluating out-of-distribution detection performance | Jun 26, 2023 | Binary ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| Balanced Energy Regularization Loss for Out-of-distribution Detection | Jun 18, 2023 | Classificationimage-classification | CodeCode Available | 1 |
| OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection | Jun 15, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization | Jun 5, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning | Jun 2, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| In or Out? Fixing ImageNet Out-of-Distribution Detection Evaluation | Jun 1, 2023 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow | May 16, 2023 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| GL-MCM: Global and Local Maximum Concept Matching for Zero-Shot Out-of-Distribution Detection | Apr 10, 2023 | ObjectOut-of-Distribution Detection | CodeCode Available | 1 |
| LINe: Out-of-Distribution Detection by Leveraging Important Neurons | Mar 24, 2023 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 1 |
| Uncertainty-Aware Optimal Transport for Semantically Coherent Out-of-Distribution Detection | Mar 18, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Out-of-distribution Detection with Implicit Outlier Transformation | Mar 9, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Non-Parametric Outlier Synthesis | Mar 6, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| What Can We Learn From The Selective Prediction And Uncertainty Estimation Performance Of 523 Imagenet Classifiers | Feb 23, 2023 | BenchmarkingOut-of-Distribution Detection | CodeCode Available | 1 |
| A framework for benchmarking class-out-of-distribution detection and its application to ImageNet | Feb 23, 2023 | BenchmarkingKnowledge Distillation | CodeCode Available | 1 |
| Unsupervised Out-of-Distribution Detection with Diffusion Inpainting | Feb 20, 2023 | DenoisingOut-of-Distribution Detection | CodeCode Available | 1 |
| How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts? | Feb 7, 2023 | Out-of-Distribution Detectionregression | CodeCode Available | 1 |
| Energy-based Out-of-Distribution Detection for Graph Neural Networks | Feb 6, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need | Feb 6, 2023 | AllOut-of-Distribution Detection | CodeCode Available | 1 |
| Turning the Curse of Heterogeneity in Federated Learning into a Blessing for Out-of-Distribution Detection | Feb 1, 2023 | Autonomous DrivingFederated Learning | CodeCode Available | 1 |
| Fine-Tuning Deteriorates General Textual Out-of-Distribution Detection by Distorting Task-Agnostic Features | Jan 30, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection | Jan 1, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Block Selection Method for Using Feature Norm in Out-of-distribution Detection | Dec 5, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| YolOOD: Utilizing Object Detection Concepts for Multi-Label Out-of-Distribution Detection | Dec 5, 2022 | ClassificationMulti-class Classification | CodeCode Available | 1 |
| You Can Have Better Graph Neural Networks by Not Training Weights at All: Finding Untrained GNNs Tickets | Nov 28, 2022 | AllOut-of-Distribution Detection | CodeCode Available | 1 |
| Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation | Nov 26, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| RbA: Segmenting Unknown Regions Rejected by All | Nov 25, 2022 | AllAnomaly Detection | CodeCode Available | 1 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | Nov 24, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text | Nov 21, 2022 | Knowledge DistillationLanguage Modeling | CodeCode Available | 1 |
| SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes | Nov 21, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Demo Abstract: Real-Time Out-of-Distribution Detection on a Mobile Robot | Nov 15, 2022 | Navigateobject-detection | CodeCode Available | 1 |
| Heatmap-based Out-of-Distribution Detection | Nov 15, 2022 | DecoderOut-of-Distribution Detection | CodeCode Available | 1 |
| Denoising diffusion models for out-of-distribution detection | Nov 14, 2022 | DenoisingOut-of-Distribution Detection | CodeCode Available | 1 |
| Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection | Nov 12, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| GOOD-D: On Unsupervised Graph Out-Of-Distribution Detection | Nov 8, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Watermarking for Out-of-distribution Detection | Oct 27, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
