| Word-level Human Interpretable Scoring Mechanism for Novel Text Detection Using Tsetlin Machines | May 10, 2021 | Novelty DetectionText Detection | CodeCode Available | 0 |
| A Review of Open-World Learning and Steps Toward Open-World Learning Without Labels | Nov 25, 2020 | Generalized Zero-Shot LearningImage Classification | CodeCode Available | 0 |
| Universal Novelty Detection Through Adaptive Contrastive Learning | Aug 20, 2024 | Contrastive LearningNovelty Detection | CodeCode Available | 0 |
| Wasserstein Distance-based Expansion of Low-Density Latent Regions for Unknown Class Detection | Jan 10, 2024 | Metric LearningNovelty Detection | CodeCode Available | 0 |
| Hierarchy-based Image Embeddings for Semantic Image Retrieval | Sep 26, 2018 | Few-Shot LearningImage Retrieval | CodeCode Available | 0 |
| Outside the Box: Abstraction-Based Monitoring of Neural Networks | Nov 20, 2019 | General Classificationimage-classification | CodeCode Available | 0 |
| NovelCraft: A Dataset for Novelty Detection and Discovery in Open Worlds | Jun 23, 2022 | MinecraftNovelty Detection | CodeCode Available | 0 |
| Novelty Detection and Analysis of Traffic Scenario Infrastructures in the Latent Space of a Vision Transformer-Based Triplet Autoencoder | May 5, 2021 | Autonomous VehiclesNovelty Detection | CodeCode Available | 0 |
| Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection | Jul 16, 2024 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |
| Partial Wasserstein and Maximum Mean Discrepancy distances for bridging the gap between outlier detection and drift detection | Jun 9, 2021 | Drift DetectionNovelty Detection | CodeCode Available | 0 |
| Semantic Novelty Detection and Characterization in Factual Text Involving Named Entities | Oct 31, 2022 | Novelty DetectionSentence | CodeCode Available | 0 |
| Improving Novelty Detection using the Reconstructions of Nearest Neighbours | Nov 11, 2021 | Anomaly DetectionData Augmentation | CodeCode Available | 0 |
| Semantic Novelty Detection in Natural Language Descriptions | Nov 1, 2021 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |
| A Post-processing Method for Detecting Unknown Intent of Dialogue System via Pre-trained Deep Neural Network Classifier | Mar 7, 2020 | Intent DetectionNovelty Detection | CodeCode Available | 0 |
| Novelty Detection in Sequential Data by Informed Clustering and Modeling | Mar 5, 2021 | ClusteringNovelty Detection | CodeCode Available | 0 |
| SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries | Jun 28, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| Signal Novelty Detection as an Intrinsic Reward for Robotics | Apr 14, 2023 | AcrobotAnomaly Detection | CodeCode Available | 0 |
| Novelty Detection on Radio Astronomy Data using Signatures | Feb 22, 2024 | AstronomyNovelty Detection | CodeCode Available | 0 |
| Puzzle-AE: Novelty Detection in Images through Solving Puzzles | Aug 29, 2020 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |
| q-Space Novelty Detection with Variational Autoencoders | Jun 8, 2018 | Diffusion MRINovelty Detection | CodeCode Available | 0 |
| Adversarially Robust One-class Novelty Detection | Aug 25, 2021 | Adversarial RobustnessNovelty Detection | CodeCode Available | 0 |
| Application of SsVGMM to medical data-classification with novelty detection | Jul 15, 2017 | ClassificationMulti-class Classification | CodeCode Available | 0 |
| Recurrent Neural Networks with Stochastic Layers for Acoustic Novelty Detection | Feb 13, 2019 | Acoustic Novelty DetectionFeature Engineering | CodeCode Available | 0 |
| Deep Unknown Intent Detection with Margin Loss | Jun 2, 2019 | Intent DetectionNovelty Detection | CodeCode Available | 0 |
| Novelty Detection via Robust Variational Autoencoding | Jun 9, 2020 | Dimensionality ReductionNovelty Detection | CodeCode Available | 0 |
| Killing it with Zero-Shot: Adversarially Robust Novelty Detection | Jan 25, 2025 | Novelty Detection | CodeCode Available | 0 |
| Redefining Normal: A Novel Object-Level Approach for Multi-Object Novelty Detection | Dec 15, 2024 | Knowledge DistillationNovelty Detection | CodeCode Available | 0 |
| Unsupervised Progressive Learning and the STAM Architecture | Apr 3, 2019 | ClusteringContinual Learning | CodeCode Available | 0 |
| Latent Space Autoregression for Novelty Detection | Jul 4, 2018 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |
| Novelty Goes Deep. A Deep Neural Solution To Document Level Novelty Detection | Aug 1, 2018 | Document SummarizationFeature Engineering | CodeCode Available | 0 |
| Efficient SVDD Sampling with Approximation Guarantees for the Decision Boundary | Sep 29, 2020 | General ClassificationNovelty Detection | CodeCode Available | 0 |
| Adversarially Learned One-Class Classifier for Novelty Detection | Feb 25, 2018 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |
| Learning Deep Features for One-Class Classification | Jan 16, 2018 | Anomaly DetectionDescriptive | CodeCode Available | 0 |
| Semi-supervised novelty detection using ensembles with regularized disagreement | Dec 10, 2020 | Novelty DetectionOut-of-Distribution Detection | CodeCode Available | 0 |
| 3DOS: Towards 3D Open Set Learning -- Benchmarking and Understanding Semantic Novelty Detection on Point Clouds | Jul 23, 2022 | BenchmarkingNovelty Detection | CodeCode Available | 0 |
| OCmst: One-class Novelty Detection using Convolutional Neural Network and Minimum Spanning Trees | Mar 30, 2020 | Novelty Detection | CodeCode Available | 0 |
| Adaptive novelty detection with false discovery rate guarantee | Aug 13, 2022 | Novelty Detection | CodeCode Available | 0 |
| Deep Transfer Learning for Multiple Class Novelty Detection | Mar 6, 2019 | Novelty DetectionTransfer Learning | CodeCode Available | 0 |
| Margin-Aware Intra-Class Novelty Identification for Medical Images | Jul 31, 2021 | Anomaly DetectionMedical Image Analysis | CodeCode Available | 0 |
| OLED: One-Class Learned Encoder-Decoder Network with Adversarial Context Masking for Novelty Detection | Mar 27, 2021 | Anomaly DetectionDecoder | CodeCode Available | 0 |
| Measuring the Novelty of Natural Language Text Using the Conjunctive Clauses of a Tsetlin Machine Text Classifier | Nov 17, 2020 | Novelty DetectionText Classification | CodeCode Available | 0 |
| Robust Novelty Detection through Style-Conscious Feature Ranking | Oct 5, 2023 | Domain GeneralizationNovelty Detection | CodeCode Available | 0 |
| Metric Learning for Novelty and Anomaly Detection | Aug 16, 2018 | Anomaly DetectionMetric Learning | CodeCode Available | 0 |
| Transductive conformal inference with adaptive scores | Oct 27, 2023 | Novelty DetectionTransfer Learning | CodeCode Available | 0 |
| Continual Novelty Detection | Jun 24, 2021 | Continual LearningNovelty Detection | CodeCode Available | 0 |
| Continual egocentric object recognition | Dec 6, 2019 | Active LearningNovelty Detection | CodeCode Available | 0 |
| Efficient Novelty Detection Methods for Early Warning of Potential Fatal Diseases | Aug 6, 2022 | Episode ClassificationFeature Engineering | CodeCode Available | 0 |
| Confidence from Invariance to Image Transformations | Apr 2, 2018 | General ClassificationNovelty Detection | CodeCode Available | 0 |
| Are generative deep models for novelty detection truly better? | Jul 13, 2018 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |