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 4501–4525 of 4856 papers

Title	Date	Tasks	Status	Hype
Automatic Bayesian Density Analysis	Jul 24, 2018	Anomaly DetectionBayesian Inference	—Unverified	0
SAIFE: Unsupervised Wireless Spectrum Anomaly Detection with Interpretable Features	Jul 22, 2018	Anomaly DetectionData Compression	CodeCode Available	0
NetWalk: A Flexible Deep Embedding Approach for Anomaly Detection in Dynamic Networks	Jul 19, 2018	Anomaly DetectionLearning Network Representations	CodeCode Available	0
Anomaly Detection for Water Treatment System based on Neural Network with Automatic Architecture Optimization	Jul 19, 2018	Anomaly Detection	—Unverified	0
Comparison of RNN Encoder-Decoder Models for Anomaly Detection	Jul 17, 2018	Anomaly DetectionDecoder	—Unverified	0
Deep Generative Model using Unregularized Score for Anomaly Detection with Heterogeneous Complexity	Jul 16, 2018	Anomaly Detection	—Unverified	0
Are generative deep models for novelty detection truly better?	Jul 13, 2018	Anomaly DetectionNovelty Detection	CodeCode Available	0
Process Monitoring Using Maximum Sequence Divergence	Jul 9, 2018	Anomaly DetectionTemporal Sequences	—Unverified	0
Latent Space Autoregression for Novelty Detection	Jul 4, 2018	Anomaly DetectionNovelty Detection	CodeCode Available	0
Anomaly Detection for Skin Disease Images Using Variational Autoencoder	Jul 3, 2018	Anomaly Detection	—Unverified	0
Anomaly Detection Using GANs for Visual Inspection in Noisy Training Data	Jul 3, 2018	Anomaly DetectionUnsupervised Anomaly Detection	—Unverified	0
Client-Specific Anomaly Detection for Face Presentation Attack Detection	Jul 2, 2018	Anomaly DetectionDecision Making	—Unverified	0
How To Backdoor Federated Learning	Jul 2, 2018	Anomaly DetectionData Poisoning	CodeCode Available	1
Distilling the Posterior in Bayesian Neural Networks	Jul 1, 2018	Active LearningAnomaly Detection	—Unverified	0
Deep One-Class Classification	Jul 1, 2018	Anomaly DetectionClassification	CodeCode Available	0
Successive Convex Approximation Algorithms for Sparse Signal Estimation with Nonconvex Regularizations	Jun 28, 2018	Anomaly DetectionClustering	—Unverified	0
Adversarial Distillation of Bayesian Neural Network Posteriors	Jun 27, 2018	Active LearningAnomaly Detection	CodeCode Available	0
Detecting Cyberattacks in Industrial Control Systems Using Convolutional Neural Networks	Jun 21, 2018	Anomaly Detection	—Unverified	0
Power-Grid Controller Anomaly Detection with Enhanced Temporal Deep Learning	Jun 18, 2018	Anomaly DetectionDeep Learning	—Unverified	0
Learning Front-end Filter-bank Parameters using Convolutional Neural Networks for Abnormal Heart Sound Detection	Jun 15, 2018	Anomaly Detection	CodeCode Available	0
Cardiac Motion Scoring with Segment- and Subject-level Non-Local Modeling	Jun 14, 2018	Anomaly Detection	—Unverified	0
Deep Generative Models in the Real-World: An Open Challenge from Medical Imaging	Jun 14, 2018	Anomaly Detection	—Unverified	0
Learning Representations of Ultrahigh-dimensional Data for Random Distance-based Outlier Detection	Jun 13, 2018	Anomaly DetectionDisease Prediction	CodeCode Available	0
Unsupervised Detection of Lesions in Brain MRI using constrained adversarial auto-encoders	Jun 13, 2018	Anomaly DetectionLesion Detection	CodeCode Available	0
Partial AUC Maximization via Nonlinear Scoring Functions	Jun 13, 2018	Anomaly DetectionBinary Classification	—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