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 4626–4650 of 4856 papers

Title	Date	Tasks	Status	Hype
Catching Anomalous Distributed Photovoltaics: An Edge-based Multi-modal Anomaly Detection	Sep 26, 2017	Anomaly DetectionTime Series Analysis	—Unverified	0
Practical Machine Learning for Cloud Intrusion Detection: Challenges and the Way Forward	Sep 20, 2017	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
Unsupervised Machine Learning for Networking: Techniques, Applications and Research Challenges	Sep 19, 2017	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
To Go or Not To Go? A Near Unsupervised Learning Approach For Robot Navigation	Sep 16, 2017	Anomaly DetectionNavigate	—Unverified	0
Anomaly Detection for a Water Treatment System Using Unsupervised Machine Learning	Sep 15, 2017	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
Ignoring Distractors in the Absence of Labels: Optimal Linear Projection to Remove False Positives During Anomaly Detection	Sep 13, 2017	Anomaly DetectionDescriptive	—Unverified	0
Anomaly Detection in Hierarchical Data Streams under Unknown Models	Sep 11, 2017	Active LearningAnomaly Detection	—Unverified	0
Deep and Confident Prediction for Time Series at Uber	Sep 6, 2017	Anomaly DetectionPrediction	CodeCode Available	1
Medical Image Analysis using Convolutional Neural Networks: A Review	Sep 4, 2017	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
Abnormal Event Detection in Videos using Generative Adversarial Nets	Aug 31, 2017	Abnormal Event Detection In VideoAnomaly Detection	—Unverified	0
Incorporating Feedback into Tree-based Anomaly Detection	Aug 30, 2017	Anomaly Detection	CodeCode Available	1
Anomaly Detection: Review and preliminary Entropy method tests	Aug 29, 2017	Anomaly Detection	—Unverified	0
Anomaly Detection in Wireless Sensor Networks	Aug 27, 2017	Anomaly Detection	—Unverified	0
Bayesian Learning of Clique Tree Structure	Aug 23, 2017	Anomaly DetectionClustering	—Unverified	0
Explaining Anomalies in Groups with Characterizing Subspace Rules	Aug 20, 2017	Anomaly DetectionDescriptive	CodeCode Available	0
Brain Abnormality Detection by Deep Convolutional Neural Network	Aug 17, 2017	Anomaly DetectionClassification	—Unverified	0
Deep Learning for Medical Image Analysis	Aug 17, 2017	Anomaly DetectionDeep Learning	—Unverified	0
Energy-based Models for Video Anomaly Detection	Aug 17, 2017	Anomaly DetectionFeature Engineering	—Unverified	0
Limiting the Reconstruction Capability of Generative Neural Network using Negative Learning	Aug 16, 2017	Anomaly DetectionData Compression	—Unverified	0
Sampling High Throughput Data for Anomaly Detection of Data-Base Activity	Aug 14, 2017	Anomaly DetectionVocal Bursts Intensity Prediction	—Unverified	0
Anomaly Detection with Robust Deep Autoencoders	Aug 13, 2017	Anomaly DetectionDenoising	CodeCode Available	0
Time Series Anomaly Detection; Detection of anomalous drops with limited features and sparse examples in noisy highly periodic data	Aug 11, 2017	Anomaly ClassificationAnomaly Detection	—Unverified	0
Anomaly Detection on Graph Time Series	Aug 9, 2017	Anomaly DetectionTime Series	—Unverified	0
Anomaly Detection in Multivariate Non-stationary Time Series for Automatic DBMS Diagnosis	Aug 8, 2017	Anomaly DetectionManagement	CodeCode Available	0
Anomaly Detection by Robust Statistics	Jul 31, 2017	Anomaly DetectionClustering	—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