SOTAVerified

Anomaly Detection

Anomaly Detection is a binary classification identifying unusual or unexpected patterns in a dataset, which deviate significantly from the majority of the data. The goal of anomaly detection is to identify such anomalies, which could represent errors, fraud, or other types of unusual events, and flag them for further investigation.

[Image source]: GAN-based Anomaly Detection in Imbalance Problems

Papers

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Showing 2451–2500 of 4856 papers

TitleStatusHype
Evaluation of Color Anomaly Detection in Multispectral Images For Synthetic Aperture Sensing—0
Quantum-probabilistic Hamiltonian learning for generative modelling & anomaly detectionCode0
Privacy-Preserving Anomaly Detection in Stochastic Dynamical Systems: Synthesis of Optimal Gaussian Mechanisms—0
Degradation Prediction of Semiconductor Lasers using Conditional Variational Autoencoder—0
A Comprehensive Survey of Regression Based Loss Functions for Time Series ForecastingCode1
A Machine Learning-based Framework for Predictive Maintenance of Semiconductor Laser for Optical Communication—0
Deep learning for structural health monitoring: An application to heritage structures—0
Discussion of Features for Acoustic Anomaly Detection under Industrial Disturbing Noise in an End-of-Line Test of Geared Motors—0
Exploiting Spatial-temporal Correlations for Video Anomaly Detection—0
DyAnNet: A Scene Dynamicity Guided Self-Trained Video Anomaly Detection Network—0
Generation of Anonymous Chest Radiographs Using Latent Diffusion Models for Training Thoracic Abnormality Classification Systems—0
Unsupervised Anomaly Detection of Paranasal Anomalies in the Maxillary Sinus—0
HFN: Heterogeneous Feature Network for Multivariate Time Series Anomaly Detection—0
Semi-Supervised Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly DetectionCode1
Siamese Transition Masked Autoencoders as Uniform Unsupervised Visual Anomaly Detector—0
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic ModelCode3
Tree Detection and Diameter Estimation Based on Deep LearningCode1
Teacher-Student Network for 3D Point Cloud Anomaly Detection with Few Normal Samples—0
SoK: Modeling Explainability in Security Analytics for Interpretability, Trustworthiness, and Usability—0
Classical ensemble of Quantum-classical ML algorithms for Phishing detection in Ethereum transaction networksCode0
Joint Sub-component Level Segmentation and Classification for Anomaly Detection within Dual-Energy X-Ray Security Imagery—0
Anomaly Detection in Additive Manufacturing Processes using Supervised Classification with Imbalanced Sensor Data based on Generative Adversarial Network—0
Learning to Detect Interesting Anomalies—0
Deep Learning-Based Anomaly Detection in Synthetic Aperture Radar Imaging—0
Spatio-temporal predictive tasks for abnormal event detection in videos—0
Data-Driven Thermal Anomaly Detection in Large Battery Packs—0
Masked Transformer for image Anomaly Localization—0
A Hierarchical Approach to Conditional Random Fields for System Anomaly Detection—0
AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection—0
Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detectionCode1
AD-DMKDE: Anomaly Detection through Density Matrices and Fourier FeaturesCode0
Detecting fake accounts through Generative Adversarial Network in online social media—0
Deep Crowd Anomaly Detection: State-of-the-Art, Challenges, and Future Research Directions—0
InForecaster: Forecasting Influenza Hemagglutinin Mutations Through the Lens of Anomaly DetectionCode0
Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical EncodingsCode1
Bridging Machine Learning and Sciences: Opportunities and Challenges—0
Self-supervised Sparse Representation for Video Anomaly DetectionCode1
Multi-Scale Patch-Based Representation Learning for Image Anomaly Detection and Segmentation—0
Improving the Anomaly Detection in GPR Images by Fine-Tuning CNNs with Synthetic Data—0
Frequency of Interest-based Noise Attenuation Method to Improve Anomaly Detection Performance—0
Hierarchical Deep Learning with Generative Adversarial Network for Automatic Cardiac Diagnosis from ECG Signals—0
Time and Cost-Efficient Bathymetric Mapping System using Sparse Point Cloud Generation and Automatic Object DetectionCode0
ADPS: Asymmetric Distillation Post-Segmentation for Image Anomaly Detection—0
Anomaly Detection Requires Better RepresentationsCode1
Estimating the Contamination Factor's Distribution in Unsupervised Anomaly DetectionCode1
Graph Anomaly Detection with Unsupervised GNNsCode1
DAGAD: Data Augmentation for Graph Anomaly DetectionCode1
TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency AnalysisCode1
Spatio-Temporal-based Context Fusion for Video Anomaly Detection—0
Towards Generating Adversarial Examples on Mixed-type Data—0
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All datasetsMVTec ADVisAMVTec LOCO ADOne-class CIFAR-10CUHK AvenueShanghaiTechFishyscapes L&FUCR Anomaly ArchiveMPDDBTADOne-class CIFAR-100UBnormal

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CPR-faster(TensorRT)FPS1,016—Unverified
2CPR-fast(TensorRT)FPS362—Unverified
3CPR(TensorRT)FPS130—Unverified
4GLASSDetection AUROC99.9—Unverified
5UniNetDetection AUROC99.9—Unverified
6HETMMDetection AUROC99.8—Unverified
7INP-Fomer ViT-L (model-unified multi-class)Detection AUROC99.8—Unverified
8EfficientAD (early stopping)Detection AUROC99.8—Unverified
9DDADDetection AUROC99.8—Unverified
10PBASDetection AUROC99.8—Unverified
#ModelMetricClaimedVerifiedStatus
1UniNetDetection AUROC99.8—Unverified
2GLADDetection AUROC99.5—Unverified
3UniNet(model-unified multi-class)Detection AUROC99.15—Unverified
4INP-Former ViT-B (model-unified multi-class)Detection AUROC98.9—Unverified
5DDADDetection AUROC98.9—Unverified
6Dinomaly ViT-L (model-unified multi-class)Detection AUROC98.9—Unverified
7DiffusionADDetection AUROC98.8—Unverified
8GLASSDetection AUROC98.8—Unverified
9TransFusionDetection AUROC98.7—Unverified
10HETMMDetection AUROC98.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CSADAvg. Detection AUROC95.3—Unverified
2PSADAvg. Detection AUROC94.9—Unverified