| Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks | Apr 12, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| On the Importance of Regularisation & Auxiliary Information in OOD Detection | Jul 15, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 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 |
| A Functional Data Perspective and Baseline On Multi-Layer Out-of-Distribution Detection | Jun 6, 2023 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 0 |
| On the Usefulness of Deep Ensemble Diversity for Out-of-Distribution Detection | Jul 15, 2022 | Binary ClassificationDiversity | CodeCode Available | 0 |
| Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage? | Feb 9, 2024 | Deep LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation | Aug 7, 2023 | Dimensionality ReductionImage Segmentation | CodeCode Available | 0 |
| ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms | Oct 3, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Igeood: An Information Geometry Approach to Out-of-Distribution Detection | Mar 15, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Robust Out-of-Distribution Detection on Deep Probabilistic Generative Models | Jun 15, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Diffusion Denoising Process for Perceptron Bias in Out-of-distribution Detection | Nov 21, 2022 | DenoisingOut-of-Distribution Detection | CodeCode Available | 0 |
| Hyperparameter-Free Out-of-Distribution Detection Using Softmax of Scaled Cosine Similarity | May 25, 2019 | Metric LearningOut-of-Distribution Detection | CodeCode Available | 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 |
| OpenOOD: Benchmarking Generalized Out-of-Distribution Detection | Oct 13, 2022 | Anomaly DetectionBenchmarking | CodeCode Available | 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 |
| Diffusion Denoised Smoothing for Certified and Adversarial Robust Out-Of-Distribution Detection | Mar 27, 2023 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 0 |
| HALO: Robust Out-of-Distribution Detection via Joint Optimisation | Feb 27, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| H2ST: Hierarchical Two-Sample Tests for Continual Out-of-Distribution Detection | Jan 1, 2025 | Continual LearningIncremental Learning | CodeCode Available | 0 |
| Rule-based Out-Of-Distribution Detection | Mar 3, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 0 |
| Benchmarking Scalable Epistemic Uncertainty Quantification in Organ Segmentation | Aug 15, 2023 | BenchmarkingMedical Image Analysis | CodeCode Available | 0 |
| Gradient-Regularized Out-of-Distribution Detection | Apr 18, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| BED: Bi-Encoder-Based Detectors for Out-of-Distribution Detection | Jun 15, 2023 | BenchmarkingOut-of-Distribution Detection | CodeCode Available | 0 |
| Bayesian Autoencoders: Analysing and Fixing the Bernoulli likelihood for Out-of-Distribution Detection | Jul 28, 2021 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Scalable Marginal Likelihood Estimation for Model Selection in Deep Learning | Apr 11, 2021 | Deep Learningimage-classification | CodeCode Available | 0 |
| Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection | Jan 28, 2025 | MiscellaneousOut-of-Distribution Detection | CodeCode Available | 0 |
| Diffusion-based Layer-wise Semantic Reconstruction for Unsupervised Out-of-Distribution Detection | Nov 16, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Diversity inducing Information Bottleneck in Model Ensembles | Mar 10, 2020 | Diversitymodel | CodeCode Available | 0 |
| A Novel Explainable Out-of-Distribution Detection Approach for Spiking Neural Networks | Sep 30, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and Autoencoders | May 4, 2021 | DecoderOut-of-Distribution Detection | CodeCode Available | 0 |
| Out-Of-Distribution Detection for Audio-visual Generalized Zero-Shot Learning: A General Framework | Aug 2, 2024 | Generalized Zero-Shot LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| Out-of-Distribution Detection & Applications With Ablated Learned Temperature Energy | Jan 22, 2024 | object-detectionObject Detection | CodeCode Available | 0 |
| Out-of-distribution detection based on subspace projection of high-dimensional features output by the last convolutional layer | May 2, 2024 | Dimensionality ReductionOut-of-Distribution Detection | CodeCode Available | 0 |
| Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy | Jan 21, 2023 | Computational EfficiencyMemorization | CodeCode Available | 0 |
| Out-of-distribution Detection by Cross-class Vicinity Distribution of In-distribution Data | Jun 19, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Out-of-Distribution Detection by Leveraging Between-Layer Transformation Smoothness | Oct 4, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| A General Framework for Abstention Under Label Shift | Feb 20, 2018 | Domain AdaptationGeneral Classification | CodeCode Available | 0 |
| Detecting out-of-distribution text using topological features of transformer-based language models | Nov 22, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability | Jun 6, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Back to the Basics: Revisiting Out-of-Distribution Detection Baselines | Jul 7, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Out-of-Distribution Detection for Generalized Zero-Shot Action Recognition | Apr 18, 2019 | Action RecognitionAction Recognition In Videos | CodeCode Available | 0 |
| Towards Reliable AI Model Deployments: Multiple Input Mixup for Out-of-Distribution Detection | Dec 24, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) 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 |
| Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images | Jun 30, 2022 | Lesion ClassificationMulti-class Classification | CodeCode Available | 0 |
| Out-of-Distribution Detection for Medical Applications: Guidelines for Practical Evaluation | Sep 30, 2021 | BIG-bench Machine LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| Generative Max-Mahalanobis Classifiers for Image Classification, Generation and More | Jan 1, 2021 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Self-Supervised Features Improve Open-World Learning | Feb 15, 2021 | Incremental LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| Improving Out-of-Distribution Detection with Disentangled Foreground and Background Features | Mar 15, 2023 | DisentanglementObject Recognition | CodeCode Available | 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 |
| Density Uncertainty Layers for Reliable Uncertainty Estimation | Jun 21, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Unmasking the Chameleons: A Benchmark for Out-of-Distribution Detection in Medical Tabular Data | Sep 28, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
