| Key Feature Replacement of In-Distribution Samples for Out-of-Distribution Detection | Dec 26, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Boosting Out-of-Distribution Detection with Multiple Pre-trained Models | Dec 24, 2022 | DiversityOut-of-Distribution Detection | CodeCode Available | 0 |
| Out-of-Distribution Detection with Reconstruction Error and Typicality-based Penalty | Dec 24, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Runtime Monitoring for Out-of-Distribution Detection in Object Detection Neural Networks | Dec 15, 2022 | object-detectionObject Detection | —Unverified | 0 |
| Solving Sample-Level Out-of-Distribution Detection on 3D Medical Images | Dec 13, 2022 | DescriptiveOut-of-Distribution Detection | CodeCode Available | 0 |
| 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 |
| Rethinking Out-of-Distribution Detection From a Human-Centric Perspective | Nov 30, 2022 | Model SelectionOut-of-Distribution Detection | —Unverified | 0 |
| Out-Of-Distribution Detection Is Not All You Need | Nov 29, 2022 | AllOut-of-Distribution Detection | —Unverified | 0 |
| 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 |
| AdaFocal: Calibration-aware Adaptive Focal Loss | Nov 21, 2022 | Out-of-Distribution Detection | CodeCode Available | 0 |
| SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes | Nov 21, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text | Nov 21, 2022 | Knowledge DistillationLanguage Modeling | CodeCode Available | 1 |
| Diffusion Denoising Process for Perceptron Bias in Out-of-distribution Detection | Nov 21, 2022 | DenoisingOut-of-Distribution Detection | CodeCode Available | 0 |
| Towards Realistic Out-of-Distribution Detection: A Novel Evaluation Framework for Improving Generalization in OOD Detection | Nov 20, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| 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 |
| Disentangled Uncertainty and Out of Distribution Detection in Medical Generative Models | Nov 11, 2022 | Image-to-Image TranslationOut-of-Distribution Detection | —Unverified | 0 |
| A Benchmark for Out of Distribution Detection in Point Cloud 3D Semantic Segmentation | Nov 11, 2022 | 3D Semantic SegmentationAutonomous Driving | —Unverified | 0 |
| Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation | Nov 10, 2022 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| GOOD-D: On Unsupervised Graph Out-Of-Distribution Detection | Nov 8, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Interpreting deep learning output for out-of-distribution detection | Nov 7, 2022 | Deep LearningOut-of-Distribution Detection | —Unverified | 0 |
| Understanding the properties and limitations of contrastive learning for Out-of-Distribution detection | Nov 6, 2022 | Contrastive LearningOut-of-Distribution Detection | —Unverified | 0 |
| Watermarking for Out-of-distribution Detection | Oct 27, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| On Out-of-Distribution Detection for Audio with Deep Nearest Neighbors | Oct 27, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Is Out-of-Distribution Detection Learnable? | Oct 26, 2022 | DiversityLearning Theory | —Unverified | 0 |
| Bridging Machine Learning and Sciences: Opportunities and Challenges | Oct 24, 2022 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 |
| Uncertainty Estimates of Predictions via a General Bias-Variance Decomposition | Oct 21, 2022 | ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble | Oct 20, 2022 | Contrastive Learningintent-classification | CodeCode Available | 0 |
| Uncertainty in Extreme Multi-label Classification | Oct 18, 2022 | ClassificationDecision Making | —Unverified | 0 |
| Uncertainty estimation for out-of-distribution detection in computational histopathology | Oct 18, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| Packed-Ensembles for Efficient Uncertainty Estimation | Oct 17, 2022 | Classifier calibrationDiversity | CodeCode Available | 0 |
| Holistic Sentence Embeddings for Better Out-of-Distribution Detection | Oct 14, 2022 | AvgOut-of-Distribution Detection | CodeCode Available | 0 |
| OpenOOD: Benchmarking Generalized Out-of-Distribution Detection | Oct 13, 2022 | Anomaly DetectionBenchmarking | CodeCode Available | 0 |
| Large-Scale Open-Set Classification Protocols for ImageNet | Oct 13, 2022 | Classificationopen-set classification | CodeCode Available | 0 |
| VL4Pose: Active Learning Through Out-Of-Distribution Detection For Pose Estimation | Oct 12, 2022 | Active LearningHand Pose Estimation | CodeCode Available | 1 |
| Boosting Out-of-distribution Detection with Typical Features | Oct 9, 2022 | Out-of-Distribution Detection | —Unverified | 0 |
| AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage | Oct 7, 2022 | Few-Shot Learningobject-detection | —Unverified | 0 |
| GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models | Oct 5, 2022 | Out-of-Distribution DetectionSegmentation | CodeCode Available | 2 |
| CADet: Fully Self-Supervised Out-Of-Distribution Detection With Contrastive Learning | Oct 4, 2022 | Anomaly DetectionContrastive Learning | CodeCode Available | 0 |
| Out-of-Distribution Detection and Selective Generation for Conditional Language Models | Sep 30, 2022 | Abstractive Text SummarizationOut-of-Distribution Detection | —Unverified | 0 |
| A Novel Explainable Out-of-Distribution Detection Approach for Spiking Neural Networks | Sep 30, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Your Out-of-Distribution Detection Method is Not Robust! | Sep 30, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection for LiDAR-based 3D Object Detection | Sep 28, 2022 | 3D Object DetectionObject | —Unverified | 0 |
