| Revisiting Out-of-Distribution Detection: A Simple Baseline is Surprisingly Effective | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Decomposing Texture and Semantics for Out-of-distribution Detection | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Efficient Out-of-Distribution Detection via CVAE data Generation | Sep 29, 2021 | Data AugmentationOut-of-Distribution Detection | —Unverified | 0 |
| Revisiting flow generative models for Out-of-distribution detection | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Improving and Assessing Anomaly Detectors for Large-Scale Settings | Sep 29, 2021 | Anomaly SegmentationOut-of-Distribution Detection | —Unverified | 0 |
| Sneakoscope: Revisiting Unsupervised Out-of-Distribution Detection | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| DICE: A Simple Sparsification Method for Out-of-distribution Detection | Sep 29, 2021 | AttributeOut-of-Distribution Detection | —Unverified | 0 |
| Robust Contrastive Active Learning with Feature-guided Query Strategies | Sep 13, 2021 | Active Learningimage-classification | —Unverified | 0 |
| No True State-of-the-Art? OOD Detection Methods are Inconsistent across Datasets | Sep 12, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| On the Impact of Spurious Correlation for Out-of-distribution Detection | Sep 12, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Zero-Shot Out-of-Distribution Detection Based on the Pre-trained Model CLIP | Sep 6, 2021 | Image DescriptionOut-of-Distribution Detection | CodeCode Available | 1 |
| kFolden: k-Fold Ensemble for Out-Of-Distribution Detection | Aug 29, 2021 | AttributeClassification | CodeCode Available | 0 |
| Semantically Coherent Out-of-Distribution Detection | Aug 26, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Efficient Out-of-Distribution Detection Using Latent Space of β-VAE for Cyber-Physical Systems | Aug 26, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Cascade Watchdog: A Multi-tiered Adversarial Guard for Outlier Detection | Aug 20, 2021 | Outlier DetectionOut-of-Distribution Detection | —Unverified | 0 |
| Teaching Uncertainty Quantification in Machine Learning through Use Cases | Aug 19, 2021 | BIG-bench Machine LearningGeneral Knowledge | —Unverified | 0 |
| Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain | Aug 19, 2021 | Adversarial AttackData Augmentation | CodeCode Available | 1 |
| Out-of-Distribution Detection Using Outlier Detection Methods | Aug 18, 2021 | Outlier DetectionOut-of-Distribution Detection | CodeCode Available | 0 |
| Neural density estimation and uncertainty quantification for laser induced breakdown spectroscopy spectra | Aug 17, 2021 | Density EstimationOut-of-Distribution Detection | —Unverified | 0 |
| Triggering Failures: Out-Of-Distribution detection by learning from local adversarial attacks in Semantic Segmentation | Aug 3, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Bayesian Autoencoders: Analysing and Fixing the Bernoulli likelihood for Out-of-Distribution Detection | Jul 28, 2021 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Are Bayesian neural networks intrinsically good at out-of-distribution detection? | Jul 26, 2021 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 0 |
| Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time Applications | Jul 25, 2021 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 0 |
| Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers | Jul 23, 2021 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 |
| Evidential Deep Learning for Open Set Action Recognition | Jul 21, 2021 | Action RecognitionDeep Learning | CodeCode Available | 1 |
| Uncertainty Estimation and Out-of-Distribution Detection for Counterfactual Explanations: Pitfalls and Solutions | Jul 20, 2021 | counterfactualMedical Diagnosis | —Unverified | 0 |
| OODformer: Out-Of-Distribution Detection Transformer | Jul 19, 2021 | Contrastive Learningimage-classification | CodeCode Available | 1 |
| On the Importance of Regularisation & Auxiliary Information in OOD Detection | Jul 15, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 |
| Understanding Failures in Out-of-Distribution Detection with Deep Generative Models | Jul 14, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Learning a Discriminant Latent Space with Neural Discriminant Analysis | Jul 13, 2021 | ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Thinkback: Task-SpecificOut-of-Distribution Detection | Jul 13, 2021 | Out-of-Distribution Detection | —Unverified | 0 |
| Out of Distribution Detection and Adversarial Attacks on Deep Neural Networks for Robust Medical Image Analysis | Jul 10, 2021 | Deep LearningMedical Image Analysis | —Unverified | 0 |
| Confidence-based Out-of-Distribution Detection: A Comparative Study and Analysis | Jul 6, 2021 | Decision Makingimage-classification | CodeCode Available | 0 |
| On Out-of-distribution Detection with Energy-based Models | Jul 3, 2021 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 1 |
| EARLIN: Early Out-of-Distribution Detection for Resource-efficient Collaborative Inference | Jun 25, 2021 | Collaborative InferenceOut-of-Distribution Detection | —Unverified | 0 |
| Task-Driven Detection of Distribution Shifts with Statistical Guarantees for Robot Learning | Jun 25, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Open-set Label Noise Can Improve Robustness Against Inherent Label Noise | Jun 21, 2021 | Learning with noisy labelsOut-of-Distribution Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces | Jun 19, 2021 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 1 |
| Structured DropConnect for Uncertainty Inference in Image Classification | Jun 16, 2021 | Classificationimage-classification | CodeCode Available | 0 |
| A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection | Jun 16, 2021 | Intent DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| Robust Out-of-Distribution Detection on Deep Probabilistic Generative Models | Jun 15, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Implicit field learning for unsupervised anomaly detection in medical images | Jun 9, 2021 | Anomaly DetectionDecoder | CodeCode Available | 1 |
| Mixture Outlier Exposure: Towards Out-of-Distribution Detection in Fine-grained Environments | Jun 7, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Shifting Transformation Learning for Out-of-Distribution Detection | Jun 7, 2021 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Exploring the Limits of Out-of-Distribution Detection | Jun 6, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Rectangular Flows for Manifold Learning | Jun 2, 2021 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 0 |
| One Representation to Rule Them All: Identifying Out-of-Support Examples in Few-shot Learning with Generic Representations | Jun 2, 2021 | AllFew-Shot Learning | —Unverified | 0 |
| Improving Compositionality of Neural Networks by Decoding Representations to Inputs | Jun 1, 2021 | FairnessOut-of-Distribution Detection | —Unverified | 0 |
| Enhanced Isotropy Maximization Loss: Seamless and High-Performance Out-of-Distribution Detection Simply Replacing the SoftMax Loss | May 30, 2021 | Out-of-Distribution Detection | CodeCode Available | 1 |
