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 4301–4325 of 4856 papers

Title	Date	Tasks	Status	Hype
Devil in the Detail: Attack Scenarios in Industrial Applications	May 24, 2019	Anomaly DetectionTime Series	—Unverified	0
Online Collection and Forecasting of Resource Utilization in Large-Scale Distributed Systems	May 22, 2019	Anomaly DetectionDistributed Computing	—Unverified	0
Learning Ensembles of Anomaly Detectors on Synthetic Data	May 20, 2019	Anomaly DetectionTime Series	—Unverified	0
Semantic Analysis of Traffic Camera Data: Topic Signal Extraction and Anomalous Event Detection	May 17, 2019	Anomaly DetectionDiagnostic	—Unverified	0
Online Multivariate Anomaly Detection and Localization for High-dimensional Settings	May 17, 2019	Anomaly DetectionVocal Bursts Intensity Prediction	—Unverified	0
Finding Rats in Cats: Detecting Stealthy Attacks using Group Anomaly Detection	May 16, 2019	Anomaly DetectionAttribute	—Unverified	0
Which principal components are most sensitive to distributional changes?	May 15, 2019	Anomaly DetectionSensitivity	—Unverified	0
Using Bursty Announcements for Detecting BGP Routing Anomalies	May 14, 2019	Anomaly Detection	—Unverified	0
Visual Analytics of Anomalous User Behaviors: A Survey	May 14, 2019	Anomaly DetectionSurvey	—Unverified	0
Online Anomaly Detection with Sparse Gaussian Processes	May 14, 2019	Anomaly DetectionGaussian Processes	—Unverified	0
Attack and Anomaly Detection in IoT Sensors in IoT Sites Using Machine Learning Approaches	May 11, 2019	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
Inexact Block Coordinate Descent Algorithms for Nonsmooth Nonconvex Optimization	May 10, 2019	Anomaly DetectionRetrieval	CodeCode Available	0
Anomaly Detection in Images	May 9, 2019	Anomaly DetectionSupervised Anomaly Detection	—Unverified	0
1D Convolutional Neural Networks and Applications: A Survey	May 9, 2019	Anomaly DetectionFault Detection	—Unverified	0
Deep Anomaly Detection on Attributed Networks	May 2, 2019	Anomaly DetectionAttribute	CodeCode Available	1
A Multi-modal one-class generative adversarial network for anomaly detection in manufacturing	May 1, 2019	Anomaly DetectionGenerative Adversarial Network	—Unverified	0
UaiNets: From Unsupervised to Active Deep Anomaly Detection	May 1, 2019	Anomaly DetectionDeep Learning	—Unverified	0
EnGAN: Latent Space MCMC and Maximum Entropy Generators for Energy-based Models	May 1, 2019	Anomaly DetectionNovelty Detection	—Unverified	0
Consistency-based anomaly detection with adaptive multiple-hypotheses predictions	May 1, 2019	Anomaly DetectionDiversity	CodeCode Available	0
Anomaly Detection in Traffic Scenes via Spatial-aware Motion Reconstruction	Apr 30, 2019	Anomaly DetectionAutonomous Vehicles	—Unverified	0
Exploring Information Centrality for Intrusion Detection in Large Networks	Apr 27, 2019	Anomaly DetectionIntrusion Detection	—Unverified	0
Reducing Anomaly Detection in Images to Detection in Noise	Apr 25, 2019	Anomaly Detection	—Unverified	0
GAN Augmented Text Anomaly Detection with Sequences of Deep Statistics	Apr 24, 2019	Anomaly DetectionUnsupervised Anomaly Detection	—Unverified	0
A Comparison Study of Credit Card Fraud Detection: Supervised versus Unsupervised	Apr 24, 2019	Anomaly DetectionFraud Detection	—Unverified	0
Deep Representation Learning for Social Network Analysis	Apr 18, 2019	Anomaly DetectionAttribute	—Unverified	0

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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