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 4026–4050 of 4856 papers

Title	Date	Tasks	Status
Pseudo-healthy synthesis with pathology disentanglement and adversarial learning	Apr 20, 2020	Anomaly DetectionDisentanglement	CodeCode Available
Estimate the Implicit Likelihoods of GANs with Application to Anomaly Detection	Apr 20, 2020	Anomaly Detection	CodeCode Available
DriftNet: Aggressive Driving Behavior Classification using 3D EfficientNet Architecture	Apr 18, 2020	Anomaly DetectionClassification	CodeCode Available
Outlier detection at the parcel-level in wheat and rapeseed crops using multispectral and SAR time series	Apr 17, 2020	Anomaly DetectionOutlier Detection	—Unverified
Exploring time-series motifs through DTW-SOM	Apr 17, 2020	Anomaly DetectionClustering	—Unverified
Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning	Apr 16, 2020	Anomaly DetectionGeneral Classification	CodeCode Available
Contextual-Bandit Anomaly Detection for IoT Data in Distributed Hierarchical Edge Computing	Apr 15, 2020	Anomaly DetectionEdge-computing	—Unverified
Continual Learning for Anomaly Detection in Surveillance Videos	Apr 15, 2020	Anomaly DetectionAnomaly Detection In Surveillance Videos	—Unverified
Hybrid Attention Networks for Flow and Pressure Forecasting in Water Distribution Systems	Apr 13, 2020	Anomaly DetectionDecision Making	—Unverified
A Survey of Single-Scene Video Anomaly Detection	Apr 13, 2020	Anomaly DetectionSurvey	—Unverified
Anomaly Detection in Trajectory Data with Normalizing Flows	Apr 13, 2020	Anomaly DetectionDensity Estimation	—Unverified
Towards Anomaly Detection in Dashcam Videos	Apr 11, 2020	Anomaly DetectionOne-Class Classification	—Unverified
A Characteristic Function for Shapley-Value-Based Attribution of Anomaly Scores	Apr 9, 2020	Anomaly DetectionSemi-supervised Anomaly Detection	CodeCode Available
Anomaly Detection with SDAE	Apr 9, 2020	Anomaly Detection	—Unverified
Comparison of Evolving Granular Classifiers applied to Anomaly Detection for Predictive Maintenance in Computing Centers	Apr 8, 2020	Anomaly ClassificationAnomaly Detection	—Unverified
pAElla: Edge-AI based Real-Time Malware Detection in Data Centers	Apr 7, 2020	Anomaly DetectionEdge-computing	CodeCode Available
Challenges in Vessel Behavior and Anomaly Detection: From Classical Machine Learning to Deep Learning	Apr 7, 2020	Anomaly DetectionBIG-bench Machine Learning	—Unverified
Moving Metric Detection and Alerting System at eBay	Apr 6, 2020	Anomaly DetectionRetrieval	—Unverified
ReRe: A Lightweight Real-time Ready-to-Go Anomaly Detection Approach for Time Series	Apr 5, 2020	Anomaly DetectionIntrusion Detection	—Unverified
Any-Shot Sequential Anomaly Detection in Surveillance Videos	Apr 5, 2020	Anomaly DetectionAnomaly Detection In Surveillance Videos	—Unverified
Anomaly Detection and Prototype Selection Using Polyhedron Curvature	Apr 5, 2020	Anomaly DetectionDenoising	CodeCode Available
Using Large-Scale Anomaly Detection on Code to Improve Kotlin Compiler	Apr 3, 2020	Anomaly Detection	CodeCode Available
Video Anomaly Detection for Smart Surveillance	Apr 1, 2020	Anomaly DetectionTemporal Localization	—Unverified
Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art	Apr 1, 2020	Anomaly DetectionBIG-bench Machine Learning	—Unverified
Introduction to Rare-Event Predictive Modeling for Inferential Statisticians -- A Hands-On Application in the Prediction of Breakthrough Patents	Mar 30, 2020	Anomaly DetectionBIG-bench Machine Learning	CodeCode Available

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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