| 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 |
| 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 |
| SimpleNet: A Simple Network for Image Anomaly Detection and Localization | Mar 27, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 |
| Anomaly Detection via Reverse Distillation from One-Class Embedding | Jan 26, 2022 | Anomaly Classification | CodeCode Available | 2 |
| Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds | Mar 10, 2025 | Edge-computingGait Recognition | CodeCode Available | 1 |
| Navigating Open Set Scenarios for Skeleton-based Action Recognition | Dec 11, 2023 | Action RecognitionActivity Recognition | CodeCode Available | 1 |
| Beyond Citations: Measuring Novel Scientific Ideas and their Impact in Publication Text | Sep 28, 2023 | Novelty 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 |
| OpenAUC: Towards AUC-Oriented Open-Set Recognition | Oct 22, 2022 | Novelty DetectionOpen Set Learning | CodeCode Available | 1 |
| Semantic Novelty Detection via Relational Reasoning | Jul 18, 2022 | Autonomous DrivingEdge-computing | CodeCode Available | 1 |
| Fake It Till You Make It: Towards Accurate Near-Distribution Novelty Detection | May 28, 2022 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 |
| OpenMatch: Open-Set Semi-supervised Learning with Open-set Consistency Regularization | Dec 1, 2021 | Novelty DetectionOutlier Detection | CodeCode Available | 1 |
| 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 |
| Generalized Out-of-Distribution Detection: A Survey | Oct 21, 2021 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| OpenMatch: Open-set Consistency Regularization for Semi-supervised Learning with Outliers | May 28, 2021 | Novelty DetectionOutlier Detection | CodeCode Available | 1 |
| CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis | Mar 10, 2021 | Design SynthesisNovelty Detection | CodeCode Available | 1 |
| ASC-Net : Adversarial-based Selective Network for Unsupervised Anomaly Segmentation | Mar 5, 2021 | Anomaly SegmentationBrain Tumor Segmentation | CodeCode Available | 1 |
| Latent World Models For Intrinsically Motivated Exploration | Oct 5, 2020 | Efficient ExplorationNovelty Detection | CodeCode Available | 1 |
| CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances | Jul 16, 2020 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Stream-51: Streaming Classification and Novelty Detection from Videos | Jun 14, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| MorphoCluster: Efficient Annotation of Plankton images by Clustering | May 4, 2020 | 16kClustering | CodeCode Available | 1 |
| RaPP: Novelty Detection with Reconstruction along Projection Pathway | May 1, 2020 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 |
| Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm | Apr 16, 2020 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 |
| ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection | Mar 12, 2020 | Adversarial RobustnessNovelty Detection | CodeCode Available | 1 |
| One-Class Convolutional Neural Network | Jan 24, 2019 | Anomaly DetectionGeneral Classification | CodeCode Available | 1 |
| Harnessing Large Language Models for Scientific Novelty Detection | May 30, 2025 | MarketingNovelty Detection | —Unverified | 0 |
| SuperAD: A Training-free Anomaly Classification and Segmentation Method for CVPR 2025 VAND 3.0 Workshop Challenge Track 1: Adapt & Detect | May 26, 2025 | Anomaly ClassificationAnomaly Detection | —Unverified | 0 |
| AquaSignal: An Integrated Framework for Robust Underwater Acoustic Analysis | May 20, 2025 | DenoisingNovelty Detection | CodeCode Available | 0 |
| Isolation Forest in Novelty Detection Scenario | May 13, 2025 | Anomaly DetectionNovelty Detection | —Unverified | 0 |
| GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation | Mar 16, 2025 | Novelty DetectionRelation Extraction | —Unverified | 0 |
| CND-IDS: Continual Novelty Detection for Intrusion Detection Systems | Feb 19, 2025 | Continual LearningIntrusion Detection | —Unverified | 0 |
| Unsupervised Patch-GAN with Targeted Patch Ranking for Fine-Grained Novelty Detection in Medical Imaging | Jan 29, 2025 | Novelty Detection | —Unverified | 0 |
| A Contrastive Teacher-Student Framework for Novelty Detection under Style Shifts | Jan 28, 2025 | Autonomous DrivingKnowledge Distillation | —Unverified | 0 |
| Killing it with Zero-Shot: Adversarially Robust Novelty Detection | Jan 25, 2025 | Novelty Detection | CodeCode Available | 0 |
| Score Combining for Contrastive OOD Detection | Jan 21, 2025 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Uncertainty Quantification in Continual Open-World Learning | Dec 21, 2024 | Active LearningAI Agent | —Unverified | 0 |
| Redefining Normal: A Novel Object-Level Approach for Multi-Object Novelty Detection | Dec 15, 2024 | Knowledge DistillationNovelty Detection | CodeCode Available | 0 |
| CONCLAD: COntinuous Novel CLAss Detector | Dec 13, 2024 | Continual LearningNovelty Detection | —Unverified | 0 |
| On Design Choices in Similarity-Preserving Sparse Randomized Embeddings | Dec 12, 2024 | Novelty Detection | —Unverified | 0 |
| Representational learning for an anomalous sound detection system with source separation model | Oct 29, 2024 | Novelty DetectionRepresentation Learning | —Unverified | 0 |
| Point Cloud Novelty Detection Based on Latent Representations of a General Feature Extractor | Oct 13, 2024 | Novelty DetectionOne-Class Classification | —Unverified | 0 |
| NovAScore: A New Automated Metric for Evaluating Document Level Novelty | Sep 14, 2024 | Novelty Detection | —Unverified | 0 |
| Unsupervised Novelty Detection Methods Benchmarking with Wavelet Decomposition | Sep 11, 2024 | BenchmarkingNovelty Detection | CodeCode Available | 0 |
| Damage detection in an uncertain nonlinear beam based on stochastic Volterra series: an experimental application | Sep 10, 2024 | Cantilever BeamNovelty Detection | —Unverified | 0 |
| Universal Novelty Detection Through Adaptive Contrastive Learning | Aug 20, 2024 | Contrastive LearningNovelty Detection | CodeCode Available | 0 |
| Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection | Jul 16, 2024 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |
| Comparison Visual Instruction Tuning | Jun 13, 2024 | Instruction FollowingNovelty Detection | —Unverified | 0 |
| Remembering Transformer for Continual Learning | Apr 11, 2024 | Continual LearningKnowledge Distillation | —Unverified | 0 |
| Beyond the Known: Adversarial Autoencoders in Novelty Detection | Apr 6, 2024 | DecoderNovelty Detection | —Unverified | 0 |
| Hypothesis-Driven Deep Learning for Out of Distribution Detection | Mar 21, 2024 | Decision MakingDeep Learning | —Unverified | 0 |