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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 551–575 of 4856 papers

TitleStatusHype
A Survey on Time-Series Distance Measures—0
Frames and vertex-frequency representations in graph fractional Fourier domain—0
An Anomaly Detection System Based on Generative Classifiers for Controller Area Network—0
STNMamba: Mamba-based Spatial-Temporal Normality Learning for Video Anomaly Detection—0
Injecting Explainability and Lightweight Design into Weakly Supervised Video Anomaly Detection Systems—0
Time Series Foundational Models: Their Role in Anomaly Detection and PredictionCode0
Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection—0
CausalTAD: Causal Implicit Generative Model for Debiased Online Trajectory Anomaly Detection—0
Quo Vadis, Anomaly Detection? LLMs and VLMs in the SpotlightCode1
Cech Complex Generation with Homotopy Equivalence Framework for Myocardial Infarction Diagnosis using Electrocardiogram Signals—0
Dual Conditioned Motion Diffusion for Pose-Based Video Anomaly DetectionCode2
Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly DetectionCode1
Revisiting Multimodal Fusion for 3D Anomaly Detection from an Architectural PerspectiveCode0
VarAD: Lightweight High-Resolution Image Anomaly Detection via Visual Autoregressive ModelingCode1
Kernel-Aware Graph Prompt Learning for Few-Shot Anomaly DetectionCode1
A Parameter-Efficient Quantum Anomaly Detection Method on a Superconducting Quantum ProcessorCode0
A Generalizable Anomaly Detection Method in Dynamic GraphsCode2
Effective and Efficient Representation Learning for Flight TrajectoriesCode0
DCOR: Anomaly Detection in Attributed Networks via Dual Contrastive Learning Reconstruction—0
A Deep Probabilistic Framework for Continuous Time Dynamic Graph GenerationCode0
Iterative Encoding-Decoding VAEs Anomaly Detection in NOAA's DART Time Series: A Machine Learning Approach for Enhancing Data Integrity for NASA's GRACE-FO Verification and Validation—0
Intelligent Approaches to Predictive Analytics in Occupational Health and Safety in India—0
A Unified Framework for Context-Aware IoT Management and State-of-the-Art IoT Traffic Anomaly Detection—0
Multi-Sensor Object Anomaly Detection: Unifying Appearance, Geometry, and Internal PropertiesCode2
Robust PCA Based on Adaptive Weighted Least Squares and Low-Rank Matrix Factorization—0
Show:102550
← PrevPage 23 of 195Next →
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