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

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Showing 4426–4450 of 4856 papers

Title	Date	Tasks	Status
Natively Interpretable Machine Learning and Artificial Intelligence: Preliminary Results and Future Directions	Jan 2, 2019	Anomaly DetectionBIG-bench Machine Learning	—Unverified
An Evaluation of Methods for Real-Time Anomaly Detection using Force Measurements from the Turning Process	Dec 20, 2018	Anomaly Detection	CodeCode Available
Feedforward Neural Network for Time Series Anomaly Detection	Dec 20, 2018	Anomaly DetectionCPU	—Unverified
Correlated Anomaly Detection from Large Streaming Data	Dec 19, 2018	Anomaly DetectionEvent Detection	—Unverified
DeepAnT: A Deep Learning Approach for Unsupervised Anomaly Detection in Time Series	Dec 19, 2018	Anomaly DetectionTime Series	CodeCode Available
Video Trajectory Classification and Anomaly Detection Using Hybrid CNN-VAE	Dec 18, 2018	Anomaly DetectionClassification	CodeCode Available
Anomaly Detection and Interpretation using Multimodal Autoencoder and Sparse Optimization	Dec 18, 2018	Anomaly Detection	—Unverified
Unsupervised Anomaly Detection in Energy Time Series Data Using Variational Recurrent Autoencoders with Attention	Dec 17, 2018	Anomaly DetectionDeep Attention	—Unverified
Mapper Comparison with Wasserstein Metrics	Dec 15, 2018	Anomaly DetectionOpen-Ended Question Answering	CodeCode Available
AdaFlow: Domain-Adaptive Density Estimator with Application to Anomaly Detection and Unpaired Cross-Domain Translation	Dec 14, 2018	Anomaly DetectionDensity Estimation	—Unverified
Context-encoding Variational Autoencoder for Unsupervised Anomaly Detection	Dec 14, 2018	Anomaly DetectionUnsupervised Anomaly Detection	—Unverified
Real-Time Anomaly Detection With HMOF Feature	Dec 12, 2018	Anomaly DetectionClustering	—Unverified
Distributed Anomaly Detection using Autoencoder Neural Networks in WSN for IoT	Dec 12, 2018	Anomaly Detection	—Unverified
Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video	Dec 11, 2018	Abnormal Event Detection In VideoAnomaly Detection	CodeCode Available
Anomaly Generation using Generative Adversarial Networks in Host Based Intrusion Detection	Dec 11, 2018	Anomaly DetectionIntrusion Detection	—Unverified
Use Dimensionality Reduction and SVM Methods to Increase the Penetration Rate of Computer Networks	Dec 7, 2018	Anomaly DetectionDiagnostic	—Unverified
Cyber Anomaly Detection Using Graph-node Role-dynamics	Dec 6, 2018	Anomaly DetectionIntrusion Detection	—Unverified
Anomaly detection with Wasserstein GAN	Dec 6, 2018	Anomaly DetectionTime Series	—Unverified
RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series	Dec 5, 2018	Anomaly DetectionTime Series	CodeCode Available
LSCP: Locally Selective Combination in Parallel Outlier Ensembles	Dec 4, 2018	Anomaly DetectionOutlier Detection	CodeCode Available
Context Encoding Chest X-rays	Dec 3, 2018	Anomaly DetectionImage Inpainting	CodeCode Available
Inferring Networks From Random Walk-Based Node Similarities	Dec 1, 2018	Anomaly DetectionClustering	CodeCode Available
Anomaly Detection for Network Connection Logs	Dec 1, 2018	Anomaly DetectionClustering	—Unverified
ADSaS: Comprehensive Real-time Anomaly Detection System	Nov 30, 2018	Anomaly DetectionTime Series	—Unverified
Anomaly Detection Models for IoT Time Series Data	Nov 30, 2018	Anomaly DetectionTime Series	—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