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 4526–4550 of 4856 papers

Title	Date	Tasks	Status
Are generative deep models for novelty detection truly better?	Jul 13, 2018	Anomaly DetectionNovelty Detection	CodeCode Available
Process Monitoring Using Maximum Sequence Divergence	Jul 9, 2018	Anomaly DetectionTemporal Sequences	—Unverified
Latent Space Autoregression for Novelty Detection	Jul 4, 2018	Anomaly DetectionNovelty Detection	CodeCode Available
Anomaly Detection Using GANs for Visual Inspection in Noisy Training Data	Jul 3, 2018	Anomaly DetectionUnsupervised Anomaly Detection	—Unverified
Anomaly Detection for Skin Disease Images Using Variational Autoencoder	Jul 3, 2018	Anomaly Detection	—Unverified
Client-Specific Anomaly Detection for Face Presentation Attack Detection	Jul 2, 2018	Anomaly DetectionDecision Making	—Unverified
Distilling the Posterior in Bayesian Neural Networks	Jul 1, 2018	Active LearningAnomaly Detection	—Unverified
Deep One-Class Classification	Jul 1, 2018	Anomaly DetectionClassification	CodeCode Available
Successive Convex Approximation Algorithms for Sparse Signal Estimation with Nonconvex Regularizations	Jun 28, 2018	Anomaly DetectionClustering	—Unverified
Adversarial Distillation of Bayesian Neural Network Posteriors	Jun 27, 2018	Active LearningAnomaly Detection	CodeCode Available
Detecting Cyberattacks in Industrial Control Systems Using Convolutional Neural Networks	Jun 21, 2018	Anomaly Detection	—Unverified
Power-Grid Controller Anomaly Detection with Enhanced Temporal Deep Learning	Jun 18, 2018	Anomaly DetectionDeep Learning	—Unverified
Learning Front-end Filter-bank Parameters using Convolutional Neural Networks for Abnormal Heart Sound Detection	Jun 15, 2018	Anomaly Detection	CodeCode Available
Cardiac Motion Scoring with Segment- and Subject-level Non-Local Modeling	Jun 14, 2018	Anomaly Detection	—Unverified
Deep Generative Models in the Real-World: An Open Challenge from Medical Imaging	Jun 14, 2018	Anomaly Detection	—Unverified
Unsupervised Detection of Lesions in Brain MRI using constrained adversarial auto-encoders	Jun 13, 2018	Anomaly DetectionLesion Detection	CodeCode Available
Partial AUC Maximization via Nonlinear Scoring Functions	Jun 13, 2018	Anomaly DetectionBinary Classification	—Unverified
Learning Representations of Ultrahigh-dimensional Data for Random Distance-based Outlier Detection	Jun 13, 2018	Anomaly DetectionDisease Prediction	CodeCode Available
A Taxonomy of Network Threats and the Effect of Current Datasets on Intrusion Detection Systems	Jun 9, 2018	Anomaly DetectionIntrusion Detection	CodeCode Available
Learning Multi-Modal Self-Awareness Models for Autonomous Vehicles from Human Driving	Jun 7, 2018	Anomaly DetectionAutonomous Vehicles	—Unverified
A Multi-task Deep Learning Architecture for Maritime Surveillance using AIS Data Streams	Jun 6, 2018	Anomaly DetectionDeep Learning	CodeCode Available
Generative Modeling by Inclusive Neural Random Fields with Applications in Image Generation and Anomaly Detection	Jun 1, 2018	Anomaly DetectionImage Generation	CodeCode Available
Root-cause Analysis for Time-series Anomalies via Spatiotemporal Graphical Modeling in Distributed Complex Systems	May 31, 2018	Anomaly DetectionTime Series	—Unverified
Fast Incremental von Neumann Graph Entropy Computation: Theory, Algorithm, and Applications	May 30, 2018	Anomaly DetectionComputational Efficiency	CodeCode Available
Video Anomaly Detection and Localization via Gaussian Mixture Fully Convolutional Variational Autoencoder	May 29, 2018	Anomaly DetectionDecoder	—Unverified

Show:10 25 50

← PrevPage 182 of 195Next →

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