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 1976–2000 of 4856 papers

Title	Date	Tasks	Status	Hype
Applied Bayesian Structural Health Monitoring: inclinometer data anomaly detection and forecasting	Jul 1, 2023	Anomaly DetectionDecision Making	—Unverified	0
A Comparative Study of Machine Learning Algorithms for Anomaly Detection in Industrial Environments: Performance and Environmental Impact	Jul 1, 2023	Anomaly Detection	—Unverified	0
Interpretable Anomaly Detection in Cellular Networks by Learning Concepts in Variational Autoencoders	Jun 28, 2023	Anomaly DetectionRepresentation Learning	—Unverified	0
Exploring Dual Model Knowledge Distillation for Anomaly Detection	Jun 27, 2023	Anomaly Detectionfeature selection	—Unverified	0
Learning normal asymmetry representations for homologous brain structures	Jun 27, 2023	Anomaly DetectionRepresentation Learning	CodeCode Available	0
Anomaly Detection in Networks via Score-Based Generative Models	Jun 27, 2023	Anomaly DetectionOutlier Detection	CodeCode Available	0
Precursor-of-Anomaly Detection for Irregular Time Series	Jun 27, 2023	Anomaly DetectionIrregular Time Series	CodeCode Available	1
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection	Jun 26, 2023	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	1
Anomaly Detection with Score Distribution Discrimination	Jun 26, 2023	Anomaly Detection	CodeCode Available	1
Autoencoders for Real-Time SUEP Detection	Jun 23, 2023	Anomaly Detection	—Unverified	0
OptIForest: Optimal Isolation Forest for Anomaly Detection	Jun 22, 2023	Anomaly DetectionBenchmarking	CodeCode Available	0
Targeted collapse regularized autoencoder for anomaly detection: black hole at the center	Jun 22, 2023	Anomaly Detection	—Unverified	0
Triggering Dark Showers with Conditional Dual Auto-Encoders	Jun 22, 2023	Anomaly Detection	CodeCode Available	0
GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection	Jun 21, 2023	Anomaly DetectionBenchmarking	CodeCode Available	1
End-to-End Augmentation Hyperparameter Tuning for Self-Supervised Anomaly Detection	Jun 21, 2023	Anomaly DetectionData Augmentation	—Unverified	0
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors	Jun 21, 2023	Anomaly DetectionDecoder	CodeCode Available	1
Chili Pepper Disease Diagnosis via Image Reconstruction Using GrabCut and Generative Adversarial Serial Autoencoder	Jun 21, 2023	Anomaly DetectionImage Generation	—Unverified	0
BMAD: Benchmarks for Medical Anomaly Detection	Jun 20, 2023	Anomaly DetectionMedical Diagnosis	CodeCode Available	1
Machine Learning for Real-Time Anomaly Detection in Optical Networks	Jun 19, 2023	Anomaly DetectionDecoder	—Unverified	0
Non-contact Sensing for Anomaly Detection in Wind Turbine Blades: A focus-SVDD with Complex-Valued Auto-Encoder Approach	Jun 19, 2023	Anomaly DetectionStructural Health Monitoring	—Unverified	0
Pattern Mining for Anomaly Detection in Graphs: Application to Fraud in Public Procurement	Jun 19, 2023	Anomaly DetectionFraud Detection	CodeCode Available	1
Improving Generalizability of Graph Anomaly Detection Models via Data Augmentation	Jun 18, 2023	Anomaly DetectionData Augmentation	CodeCode Available	1
Towards exploring adversarial learning for anomaly detection in complex driving scenes	Jun 17, 2023	Anomaly DetectionAutonomous Driving	—Unverified	0
Multi-scale Spatial-temporal Interaction Network for Video Anomaly Detection	Jun 17, 2023	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Tailoring Machine Learning for Process Mining	Jun 17, 2023	Anomaly Detection	—Unverified	0

Show:10 25 50

← PrevPage 80 of 195Next →

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