| SimpleNet: A Simple Network for Image Anomaly Detection and Localization | Mar 27, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 | 5 |
| 2nd Place Winning Solution for the CVPR2023 Visual Anomaly and Novelty Detection Challenge: Multimodal Prompting for Data-centric Anomaly Detection | Jun 15, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 | 5 |
| Anomaly Detection via Reverse Distillation from One-Class Embedding | Jan 26, 2022 | Anomaly Classification | CodeCode Available | 2 | 5 |
| APRIL-GAN: A Zero-/Few-Shot Anomaly Classification and Segmentation Method for CVPR 2023 VAND Workshop Challenge Tracks 1&2: 1st Place on Zero-shot AD and 4th Place on Few-shot AD | May 27, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 | 5 |
| Fake It Till You Make It: Towards Accurate Near-Distribution Novelty Detection | May 28, 2022 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 | 5 |
| A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges | Oct 26, 2021 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 | 5 |
| MorphoCluster: Efficient Annotation of Plankton images by Clustering | May 4, 2020 | 16kClustering | CodeCode Available | 1 | 5 |
| CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis | Mar 10, 2021 | Design SynthesisNovelty Detection | CodeCode Available | 1 | 5 |
| Semantic Novelty Detection via Relational Reasoning | Jul 18, 2022 | Autonomous DrivingEdge-computing | CodeCode Available | 1 | 5 |
| Generalized Out-of-Distribution Detection: A Survey | Oct 21, 2021 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 | 5 |
| ASC-Net : Adversarial-based Selective Network for Unsupervised Anomaly Segmentation | Mar 5, 2021 | Anomaly SegmentationBrain Tumor Segmentation | CodeCode Available | 1 | 5 |
| Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm | Apr 16, 2020 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 | 5 |
| Stream-51: Streaming Classification and Novelty Detection from Videos | Jun 14, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| OpenAUC: Towards AUC-Oriented Open-Set Recognition | Oct 22, 2022 | Novelty DetectionOpen Set Learning | CodeCode Available | 1 | 5 |
| Beyond Citations: Measuring Novel Scientific Ideas and their Impact in Publication Text | Sep 28, 2023 | Novelty Detection | CodeCode Available | 1 | 5 |
| Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection | Nov 12, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 | 5 |
| Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds | Mar 10, 2025 | Edge-computingGait Recognition | CodeCode Available | 1 | 5 |
| RaPP: Novelty Detection with Reconstruction along Projection Pathway | May 1, 2020 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 | 5 |
| CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances | Jul 16, 2020 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| Latent World Models For Intrinsically Motivated Exploration | Oct 5, 2020 | Efficient ExplorationNovelty Detection | CodeCode Available | 1 | 5 |
| ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection | Mar 12, 2020 | Adversarial RobustnessNovelty Detection | CodeCode Available | 1 | 5 |
| Navigating Open Set Scenarios for Skeleton-based Action Recognition | Dec 11, 2023 | Action RecognitionActivity Recognition | CodeCode Available | 1 | 5 |
| OpenMatch: Open-set Consistency Regularization for Semi-supervised Learning with Outliers | May 28, 2021 | Novelty DetectionOutlier Detection | CodeCode Available | 1 | 5 |
| OpenMatch: Open-Set Semi-supervised Learning with Open-set Consistency Regularization | Dec 1, 2021 | Novelty DetectionOutlier Detection | CodeCode Available | 1 | 5 |
| One-Class Convolutional Neural Network | Jan 24, 2019 | Anomaly DetectionGeneral Classification | CodeCode Available | 1 | 5 |
| Novelty Detection in Sequential Data by Informed Clustering and Modeling | Mar 5, 2021 | ClusteringNovelty Detection | CodeCode Available | 0 | 5 |
| NovelCraft: A Dataset for Novelty Detection and Discovery in Open Worlds | Jun 23, 2022 | MinecraftNovelty Detection | CodeCode Available | 0 | 5 |
| Neural Processes Mixed-Effect Models for Deep Normative Modeling of Clinical Neuroimaging Data | Dec 12, 2018 | DiagnosticNovelty Detection | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Novelty Detection on Radio Astronomy Data using Signatures | Feb 22, 2024 | AstronomyNovelty Detection | CodeCode Available | 0 | 5 |
| Metric Learning for Novelty and Anomaly Detection | Aug 16, 2018 | Anomaly DetectionMetric Learning | CodeCode Available | 0 | 5 |
| Multivariate Triangular Quantile Maps for Novelty Detection | Dec 1, 2019 | Density EstimationNovelty Detection | CodeCode Available | 0 | 5 |
| Adaptive novelty detection with false discovery rate guarantee | Aug 13, 2022 | Novelty Detection | CodeCode Available | 0 | 5 |
| Margin-Aware Intra-Class Novelty Identification for Medical Images | Jul 31, 2021 | Anomaly DetectionMedical Image Analysis | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Novelty Detection via Robust Variational Autoencoding | Jun 9, 2020 | Dimensionality ReductionNovelty Detection | CodeCode Available | 0 | 5 |
| Latent Space Autoregression for Novelty Detection | Jul 4, 2018 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 | 5 |
| Are generative deep models for novelty detection truly better? | Jul 13, 2018 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 | 5 |
| Improving Novelty Detection using the Reconstructions of Nearest Neighbours | Nov 11, 2021 | Anomaly DetectionData Augmentation | CodeCode Available | 0 | 5 |
| Confidence from Invariance to Image Transformations | Apr 2, 2018 | General ClassificationNovelty Detection | CodeCode Available | 0 | 5 |
| Generative Probabilistic Novelty Detection with Adversarial Autoencoders | Jul 6, 2018 | DecoderNovelty Detection | CodeCode Available | 0 | 5 |
| Adversarially Robust One-class Novelty Detection | Aug 25, 2021 | Adversarial RobustnessNovelty Detection | CodeCode Available | 0 | 5 |
| AquaSignal: An Integrated Framework for Robust Underwater Acoustic Analysis | May 20, 2025 | DenoisingNovelty Detection | CodeCode Available | 0 | 5 |
| Continual egocentric object recognition | Dec 6, 2019 | Active LearningNovelty Detection | CodeCode Available | 0 | 5 |
| Killing it with Zero-Shot: Adversarially Robust Novelty Detection | Jan 25, 2025 | Novelty Detection | CodeCode Available | 0 | 5 |
| Continual Novelty Detection | Jun 24, 2021 | Continual LearningNovelty Detection | CodeCode Available | 0 | 5 |
| Hierarchy-based Image Embeddings for Semantic Image Retrieval | Sep 26, 2018 | Few-Shot LearningImage Retrieval | CodeCode Available | 0 | 5 |
| Learning Deep Features for One-Class Classification | Jan 16, 2018 | Anomaly DetectionDescriptive | CodeCode Available | 0 | 5 |
| EX2: Exploration with Exemplar Models for Deep Reinforcement Learning | Mar 3, 2017 | Deep Reinforcement LearningDensity Estimation | CodeCode Available | 0 | 5 |
| Application of SsVGMM to medical data-classification with novelty detection | Jul 15, 2017 | ClassificationMulti-class Classification | CodeCode Available | 0 | 5 |