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 751–775 of 4856 papers

TitleStatusHype
LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling—0
Spatio-temporal Multivariate Cluster Evolution Analysis for Detecting and Tracking Climate ImpactsCode0
Hybrid Architecture for Real-Time Video Anomaly Detection: Integrating Spatial and Temporal Analysis—0
MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast—0
Revisiting Deep Feature Reconstruction for Logical and Structural Industrial Anomaly DetectionCode0
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive AnalysisCode5
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications—0
XAI-based Feature Ensemble for Enhanced Anomaly Detection in Autonomous Driving SystemsCode0
Controllable RANSAC-based Anomaly Detection via Hypothesis Testing—0
ReeFRAME: Reeb Graph based Trajectory Analysis Framework to Capture Top-Down and Bottom-Up Patterns of Life—0
TimeSeriesExam: A time series understanding examCode1
Zero-shot Generalist Graph Anomaly Detection with Unified Neighborhood PromptsCode1
AnomalyNCD: Towards Novel Anomaly Class Discovery in Industrial ScenariosCode2
Towards Unsupervised Validation of Anomaly-Detection Models—0
A Physics-Based Context-Aware Approach for Anomaly Detection in Teleoperated Driving Operations Under False Data Injection Attacks—0
Statistical testing on generative AI anomaly detection tools in Alzheimer's Disease diagnosis—0
FedCAP: Robust Federated Learning via Customized Aggregation and PersonalizationCode0
Revisited Large Language Model for Time Series Analysis through Modality Alignment—0
Automatic Mapping of Anatomical Landmarks from Free-Text Using Large Language Models: Insights from Llama-2—0
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency PatchingCode2
Improved Anomaly Detection through Conditional Latent Space VAE EnsemblesCode0
A Formal Framework for Assessing and Mitigating Emergent Security Risks in Generative AI Models: Bridging Theory and Dynamic Risk Mitigation—0
SplatPose+: Real-time Image-Based Pose-Agnostic 3D Anomaly DetectionCode0
CONSULT: Contrastive Self-Supervised Learning for Few-shot Tumor Detection—0
PaSTe: Improving the Efficiency of Visual Anomaly Detection at the EdgeCode0
Show:102550
← PrevPage 31 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