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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 1081–1090 of 4856 papers

Title	Date	Tasks	Status	Hype
European Space Agency Benchmark for Anomaly Detection in Satellite Telemetry	Jun 25, 2024	Anomaly DetectionTime Series	CodeCode Available	2
SincVAE: a New Approach to Improve Anomaly Detection on EEG Data Using SincNet and Variational Autoencoder	Jun 25, 2024	Anomaly DetectionEEG	—Unverified	0
Integrating Generative AI with Network Digital Twins for Enhanced Network Operations	Jun 24, 2024	Anomaly DetectionDecision Making	—Unverified	0
Robust Zero Trust Architecture: Joint Blockchain based Federated learning and Anomaly Detection based Framework	Jun 24, 2024	Anomaly DetectionClustering	—Unverified	0
Anomaly Detection of Tabular Data Using LLMs	Jun 24, 2024	Anomaly DetectionLong-Context Understanding	—Unverified	0
Detecting Abnormal Operations in Concentrated Solar Power Plants from Irregular Sequences of Thermal Images	Jun 23, 2024	Anomaly Detection	CodeCode Available	0
DABL: Detecting Semantic Anomalies in Business Processes Using Large Language Models	Jun 22, 2024	Anomaly Detection	CodeCode Available	0
Root Cause Analysis of Anomalies in 5G RAN Using Graph Neural Network and Transformer	Jun 21, 2024	Anomaly DetectionGraph Neural Network	—Unverified	0
Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark	Jun 21, 2024	Anomaly DetectionOut-of-Distribution Detection	CodeCode Available	2
FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection	Jun 21, 2024	Anomaly DetectionEvent Detection	CodeCode Available	0

Show:10 25 50

← PrevPage 109 of 486Next →

All datasets MVTec AD VisA MVTec LOCO AD One-class CIFAR-10 CUHK Avenue ShanghaiTech Fishyscapes L&F UCR Anomaly Archive MPDD BTAD One-class CIFAR-100 UBnormal

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CPR-faster(TensorRT)	FPS	1,016	—	Unverified
2	CPR-fast(TensorRT)	FPS	362	—	Unverified
3	CPR(TensorRT)	FPS	130	—	Unverified
4	GLASS	Detection AUROC	99.9	—	Unverified
5	UniNet	Detection AUROC	99.9	—	Unverified
6	HETMM	Detection AUROC	99.8	—	Unverified
7	INP-Fomer ViT-L (model-unified multi-class)	Detection AUROC	99.8	—	Unverified
8	EfficientAD (early stopping)	Detection AUROC	99.8	—	Unverified
9	DDAD	Detection AUROC	99.8	—	Unverified
10	PBAS	Detection AUROC	99.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniNet	Detection AUROC	99.8	—	Unverified
2	GLAD	Detection AUROC	99.5	—	Unverified
3	UniNet(model-unified multi-class)	Detection AUROC	99.15	—	Unverified
4	INP-Former ViT-B (model-unified multi-class)	Detection AUROC	98.9	—	Unverified
5	DDAD	Detection AUROC	98.9	—	Unverified
6	Dinomaly ViT-L (model-unified multi-class)	Detection AUROC	98.9	—	Unverified
7	DiffusionAD	Detection AUROC	98.8	—	Unverified
8	GLASS	Detection AUROC	98.8	—	Unverified
9	TransFusion	Detection AUROC	98.7	—	Unverified
10	HETMM	Detection AUROC	98.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CSAD	Avg. Detection AUROC	95.3	—	Unverified
2	PSAD	Avg. Detection AUROC	94.9	—	Unverified