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 4401–4425 of 4856 papers

Title	Date	Tasks	Status
WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection	Feb 14, 2019	Anomaly DetectionGeneral Classification	CodeCode Available
A Probabilistic Framework to Node-level Anomaly Detection in Communication Networks	Feb 12, 2019	Anomaly Detection	—Unverified
BINet: Multi-perspective Business Process Anomaly Classification	Feb 8, 2019	Anomaly ClassificationAnomaly Detection	CodeCode Available
Bounded Fuzzy Possibilistic Method	Feb 8, 2019	Anomaly DetectionClustering	—Unverified
Dictionary learning approach to monitoring of wind turbine drivetrain bearings	Feb 4, 2019	Anomaly DetectionDictionary Learning	—Unverified
Experiment-based detection of service disruption attacks in optical networks using data analytics and unsupervised learning	Feb 1, 2019	Anomaly DetectionClustering	CodeCode Available
Automatic Hyperparameter Tuning Method for Local Outlier Factor, with Applications to Anomaly Detection	Feb 1, 2019	Anomaly Detection	CodeCode Available
Unsupervised Prediction of Negative Health Events Ahead of Time	Jan 31, 2019	Anomaly DetectionClustering	—Unverified
Securing Fog-to-Things Environment Using Intrusion Detection System Based On Ensemble Learning	Jan 30, 2019	Anomaly DetectionEnsemble Learning	—Unverified
f-AnoGAN: Fast Unsupervised Anomaly Detection with Generative Adversarial Networks	Jan 30, 2019	Anomaly ClassificationAnomaly Detection	CodeCode Available
Anomaly Locality in Video Surveillance	Jan 29, 2019	Anomaly Detection	—Unverified
Heartbeat Anomaly Detection using Adversarial Oversampling	Jan 28, 2019	Anomaly DetectionDiagnostic	CodeCode Available
Generalization of feature embeddings transferred from different video anomaly detection domains	Jan 28, 2019	Anomaly DetectionDomain Generalization	—Unverified
Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection	Jan 25, 2019	Anomaly DetectionDecoder	CodeCode Available
Maximum Entropy Generators for Energy-Based Models	Jan 24, 2019	Anomaly Detection	CodeCode Available
Anomaly Detection in Road Traffic Using Visual Surveillance: A Survey	Jan 24, 2019	Anomaly Detection	—Unverified
Anomaly detection in the dynamics of web and social networks	Jan 22, 2019	Anomaly DetectionTime Series	CodeCode Available
Robust Anomaly Detection in Images using Adversarial Autoencoders	Jan 18, 2019	Anomaly DetectionMedical Image Analysis	—Unverified
Background subtraction on depth videos with convolutional neural networks	Jan 17, 2019	Anomaly DetectionObject Tracking	—Unverified
MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks	Jan 15, 2019	Anomaly DetectionBIG-bench Machine Learning	CodeCode Available
CFOF: A Concentration Free Measure for Anomaly Detection	Jan 14, 2019	Anomaly Detection	—Unverified
A Machine-Synesthetic Approach To DDoS Network Attack Detection	Jan 13, 2019	Anomaly DetectionGeneral Classification	—Unverified
Deep Learning for Anomaly Detection: A Survey	Jan 10, 2019	Anomaly DetectionDeep Learning	CodeCode Available
Adversarial Pseudo Healthy Synthesis Needs Pathology Factorization	Jan 10, 2019	Anomaly DetectionData Augmentation	—Unverified
Autoencoders and Generative Adversarial Networks for Imbalanced Sequence Classification	Jan 8, 2019	Anomaly DetectionClassification	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