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 4201–4250 of 4856 papers

TitleStatusHype
Approaches Toward Physical and General Video Anomaly DetectionCode0
Introduction to Rare-Event Predictive Modeling for Inferential Statisticians -- A Hands-On Application in the Prediction of Breakthrough PatentsCode0
Interruptions detection in video conferencesCode0
A Parameter-Efficient Quantum Anomaly Detection Method on a Superconducting Quantum ProcessorCode0
Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory ModelsCode0
Can Tree Based Approaches Surpass Deep Learning in Anomaly Detection? A Benchmarking StudyCode0
TRANSIT your events into a new mass: Fast background interpolation for weakly-supervised anomaly searchesCode0
Digital Twin-Based Multiple Access Optimization and Monitoring via Model-Driven Bayesian LearningCode0
Digital Twin-based Anomaly Detection with Curriculum Learning in Cyber-physical SystemsCode0
Voxel-wise classification for porosity investigation of additive manufactured parts with 3D unsupervised and (deeply) supervised neural networksCode0
Can I trust my anomaly detection system? A case study based on explainable AICode0
Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly DetectionCode0
Removing Geometric Bias in One-Class Anomaly Detection with Adaptive Feature PerturbationCode0
Maximum Entropy Generators for Energy-Based ModelsCode0
Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series ForecastingCode0
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly DetectionCode0
InQMAD: Incremental Quantum Measurement Anomaly DetectionCode0
A One-Class Classification method based on Expanded Non-Convex HullsCode0
Input complexity and out-of-distribution detection with likelihood-based generative modelsCode0
Diffusion Models with Ensembled Structure-Based Anomaly Scoring for Unsupervised Anomaly DetectionCode0
InForecaster: Forecasting Influenza Hemagglutinin Mutations Through the Lens of Anomaly DetectionCode0
Did You Train on My Dataset? Towards Public Dataset Protection with Clean-Label Backdoor WatermarkingCode0
Value Gradient Sampler: Sampling as Sequential Decision MakingCode0
Representation Learning for Time-Domain High-Energy Astrophysics: Discovery of Extragalactic Fast X-ray Transient XRT 200515Code0
Surface Defect Saliency of Magnetic TileCode0
Inferring Networks From Random Walk-Based Node SimilaritiesCode0
A Flexible Framework for Anomaly Detection via Dimensionality ReductionCode0
Inexact Block Coordinate Descent Algorithms for Nonsmooth Nonconvex OptimizationCode0
Industrial Image Anomaly Localization Based on Gaussian Clustering of Pretrained FeatureCode0
Industrial and Medical Anomaly Detection Through Cycle-Consistent Adversarial NetworksCode0
An Unsupervised Framework for Anomaly Detection in a Water Treatment System.Code0
An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videosCode0
Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly DetectionCode0
Dictionary Learning with Uniform Sparse Representations for Anomaly DetectionCode0
Swift Hydra: Self-Reinforcing Generative Framework for Anomaly Detection with Multiple Mamba ModelsCode0
Symbrain: A large-scale dataset of MRI images for neonatal brain symmetry analysisCode0
ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and LocalizationCode0
A Novel Self-Supervised Learning-Based Anomaly Node Detection Method Based on an Autoencoder in Wireless Sensor NetworksCode0
A Novel Multi-Stage Approach for Hierarchical Intrusion DetectionCode0
A Novel Center-based Deep Contrastive Metric Learning Method for the Detection of Polymicrogyria in Pediatric Brain MRICode0
Improving Vision Anomaly Detection with the Guidance of Language ModalityCode0
Improving SIEM for Critical SCADA Water Infrastructures Using Machine LearningCode0
Improving Novelty Detection using the Reconstructions of Nearest NeighboursCode0
Detector monitoring with artificial neural networks at the CMS experiment at the CERN Large Hadron ColliderCode0
ResGCN: Attention-based Deep Residual Modeling for Anomaly Detection on Attributed NetworksCode0
Improved AutoEncoder with LSTM module and KL divergenceCode0
Synomaly Noise and Multi-Stage Diffusion: A Novel Approach for Unsupervised Anomaly Detection in Ultrasound ImagingCode0
Improved Anomaly Detection through Conditional Latent Space VAE EnsemblesCode0
MetaGAD: Meta Representation Adaptation for Few-Shot Graph Anomaly DetectionCode0
Detection of Adversarial Training Examples in Poisoning Attacks through Anomaly DetectionCode0
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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