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 4751–4775 of 4856 papers

Title	Date	Tasks	Status
Variational Inference for On-line Anomaly Detection in High-Dimensional Time Series	Feb 23, 2016	Anomaly DetectionTime Series	—Unverified
Finding Needle in a Million Metrics: Anomaly Detection in a Large-scale Computational Advertising Platform	Feb 23, 2016	Anomaly Detection	—Unverified
Semi-Markov Switching Vector Autoregressive Model-based Anomaly Detection in Aviation Systems	Feb 21, 2016	Anomaly DetectionTime Series	—Unverified
Anomaly Detection in Clutter using Spectrally Enhanced Ladar	Feb 17, 2016	Anomaly Detection	—Unverified
A landmark-based algorithm for automatic pattern recognition and abnormality detection	Feb 17, 2016	Anomaly DetectionTemplate Matching	—Unverified
GraphPrints: Towards a Graph Analytic Method for Network Anomaly Detection	Feb 2, 2016	Anomaly DetectionOutlier Detection	—Unverified
Expected Similarity Estimation for Large-Scale Batch and Streaming Anomaly Detection	Jan 25, 2016	Anomaly DetectionIncremental Learning	CodeCode Available
Learning Minimum Volume Sets and Anomaly Detectors from KNN Graphs	Jan 22, 2016	Anomaly DetectionComputational Efficiency	—Unverified
A Survey on Social Media Anomaly Detection	Jan 6, 2016	Anomaly DetectionSurvey	—Unverified
Variational Autoencoder based Anomaly Detection using Reconstruction Probability	Dec 27, 2015	Anomaly Detection	CodeCode Available
An unsupervised spatiotemporal graphical modeling approach to anomaly detection in distributed CPS	Dec 24, 2015	Anomaly Detection	—Unverified
ATD: Anomalous Topic Discovery in High Dimensional Discrete Data	Dec 20, 2015	Anomaly DetectionTopic Models	CodeCode Available
Continuous online sequence learning with an unsupervised neural network model	Dec 17, 2015	Anomaly DetectionTemporal Sequences	CodeCode Available
Energy-Efficient Classification for Anomaly Detection: The Wireless Channel as a Helper	Dec 15, 2015	Anomaly DetectionFault Diagnosis	—Unverified
Unsupervised Trajectory Clustering via Adaptive Multi-Kernel-Based Shrinkage	Dec 1, 2015	Anomaly DetectionClustering	—Unverified
Extracting Information from Indian First Names	Dec 1, 2015	Anomaly Detection	—Unverified
Real-Time Anomaly Detection and Localization in Crowded Scenes	Nov 21, 2015	Anomaly Detection	—Unverified
Real-Time Anomalous Behavior Detection and Localization in Crowded Scenes	Nov 21, 2015	Anomaly Detection	—Unverified
Canonical Autocorrelation Analysis	Nov 19, 2015	Anomaly Detection	—Unverified
EdgeCentric: Anomaly Detection in Edge-Attributed Networks	Nov 18, 2015	Anomaly Detection	—Unverified
Constant Time EXPected Similarity Estimation using Stochastic Optimization	Nov 17, 2015	Anomaly DetectionStochastic Optimization	—Unverified
ALOJA: A Framework for Benchmarking and Predictive Analytics in Big Data Deployments	Nov 6, 2015	Anomaly DetectionBenchmarking	—Unverified
ALOJA-ML: A Framework for Automating Characterization and Knowledge Discovery in Hadoop Deployments	Nov 6, 2015	Anomaly DetectionBenchmarking	—Unverified
Learning Deep Representations of Appearance and Motion for Anomalous Event Detection	Oct 6, 2015	Anomaly DetectionDenoising	—Unverified
Anomaly Detection in Unstructured Environments using Bayesian Nonparametric Scene Modeling	Sep 26, 2015	Anomaly Detection	—Unverified

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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