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 3951–3975 of 4856 papers

Title	Date	Tasks	Status	Hype
Semi-supervised Deep Embedded Clustering with Anomaly Detection for Semantic Frame Induction	May 1, 2020	Anomaly DetectionClustering	CodeCode Available	0
Treating Dialogue Quality Evaluation as an Anomaly Detection Problem	May 1, 2020	Anomaly DetectionDialogue Evaluation	—Unverified	0
Learning Compliance Adaptation in Contact-Rich Manipulation	May 1, 2020	Anomaly DetectionContact-rich Manipulation	—Unverified	0
The 4th AI City Challenge	Apr 30, 2020	Anomaly DetectionComputational Efficiency	—Unverified	0
Data-Driven Construction of Data Center Graph of Things for Anomaly Detection	Apr 27, 2020	Anomaly DetectionGraph Neural Network	—Unverified	0
Real-Time Anomaly Detection in Data Centers for Log-based Predictive Maintenance using an Evolving Fuzzy-Rule-Based Approach	Apr 25, 2020	Anomaly Detection	—Unverified	0
A Survey on Incorporating Domain Knowledge into Deep Learning for Medical Image Analysis	Apr 25, 2020	Anomaly DetectionDiagnostic	—Unverified	0
Local Adaptation Improves Accuracy of Deep Learning Model for Automated X-Ray Thoracic Disease Detection : A Thai Study	Apr 23, 2020	Anomaly DetectionMedical Diagnosis	—Unverified	0
How to find a unicorn: a novel model-free, unsupervised anomaly detection method for time series	Apr 23, 2020	Anomaly DetectionRespiratory Failure	CodeCode Available	1
Real-time Detection of Clustered Events in Video-imaging data with Applications to Additive Manufacturing	Apr 23, 2020	Anomaly Detectionregression	—Unverified	0
A Kernel Two-sample Test for Dynamical Systems	Apr 23, 2020	Anomaly DetectionFeature Engineering	—Unverified	0
Discovering Imperfectly Observable Adversarial Actions using Anomaly Detection	Apr 22, 2020	Anomaly Detection	—Unverified	0
Sequential Anomaly Detection using Inverse Reinforcement Learning	Apr 22, 2020	Anomaly DetectionDecision Making	—Unverified	0
Estimate the Implicit Likelihoods of GANs with Application to Anomaly Detection	Apr 20, 2020	Anomaly Detection	CodeCode Available	0
Pseudo-healthy synthesis with pathology disentanglement and adversarial learning	Apr 20, 2020	Anomaly DetectionDisentanglement	CodeCode Available	0
Network Anomaly Detection based on Tensor Decomposition	Apr 20, 2020	Anomaly DetectionTensor Decomposition	—Unverified	0
DriftNet: Aggressive Driving Behavior Classification using 3D EfficientNet Architecture	Apr 18, 2020	Anomaly DetectionClassification	CodeCode Available	0
Outlier detection at the parcel-level in wheat and rapeseed crops using multispectral and SAR time series	Apr 17, 2020	Anomaly DetectionOutlier Detection	—Unverified	0
Exploring time-series motifs through DTW-SOM	Apr 17, 2020	Anomaly DetectionClustering	—Unverified	0
Motion and Region Aware Adversarial Learning for Fall Detection with Thermal Imaging	Apr 17, 2020	Anomaly DetectionOptical Flow Estimation	CodeCode Available	1
Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm	Apr 16, 2020	Anomaly DetectionNovelty Detection	CodeCode Available	1
Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning	Apr 16, 2020	Anomaly DetectionGeneral Classification	CodeCode Available	0
Continual Learning for Anomaly Detection in Surveillance Videos	Apr 15, 2020	Anomaly DetectionAnomaly Detection In Surveillance Videos	—Unverified	0
Contextual-Bandit Anomaly Detection for IoT Data in Distributed Hierarchical Edge Computing	Apr 15, 2020	Anomaly DetectionEdge-computing	—Unverified	0
Anomaly Detection in Trajectory Data with Normalizing Flows	Apr 13, 2020	Anomaly DetectionDensity Estimation	—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