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 4001–4025 of 4856 papers

Title	Date	Tasks	Status	Hype
MIM-Based GAN: Information Metric to Amplify Small Probability Events Importance in Generative Adversarial Networks	Mar 25, 2020	Anomaly Detection	—Unverified	0
Unsupervised Anomaly Detection with Adversarial Mirrored AutoEncoders	Mar 24, 2020	Anomaly DetectionOut of Distribution (OOD) Detection	CodeCode Available	1
Attention-Based Self-Supervised Feature Learning for Security Data	Mar 24, 2020	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
Dividing Deep Learning Model for Continuous Anomaly Detection of Inconsistent ICT Systems	Mar 24, 2020	Anomaly Detection	—Unverified	0
robROSE: A robust approach for dealing with imbalanced data in fraud detection	Mar 22, 2020	Anomaly DetectionFraud Detection	CodeCode Available	0
Synthesize then Compare: Detecting Failures and Anomalies for Semantic Segmentation	Mar 18, 2020	Anomaly DetectionAnomaly Segmentation	CodeCode Available	1
Self-Supervised Log Parsing	Mar 17, 2020	Anomaly DetectionFault Detection	CodeCode Available	2
Anomaly Detection in Video Data Based on Probabilistic Latent Space Models	Mar 17, 2020	Anomaly DetectionAutonomous Vehicles	—Unverified	0
Breast Cancer Detection Using Convolutional Neural Networks	Mar 17, 2020	Anomaly DetectionBreast Cancer Detection	CodeCode Available	0
Optimal Image Smoothing and Its Applications in Anomaly Detection in Remote Sensing	Mar 17, 2020	Anomaly Detectionimage smoothing	—Unverified	0
Anomalous Example Detection in Deep Learning: A Survey	Mar 16, 2020	Anomaly DetectionDeep Learning	—Unverified	0
Self-trained Deep Ordinal Regression for End-to-End Video Anomaly Detection	Mar 15, 2020	Anomaly Detectionregression	—Unverified	0
Hybrid Cryptocurrency Pump and Dump Detection	Mar 14, 2020	Anomaly DetectionTime Series	—Unverified	0
Fast Distance-based Anomaly Detection in Images Using an Inception-like Autoencoder	Mar 12, 2020	Anomaly DetectionQuantization	CodeCode Available	1
Building and Interpreting Deep Similarity Models	Mar 11, 2020	Anomaly DetectionClustering	CodeCode Available	0
Anomaly Detection in Beehives using Deep Recurrent Autoencoders	Mar 10, 2020	Anomaly Detection	—Unverified	0
Isolation Mondrian Forest for Batch and Online Anomaly Detection	Mar 8, 2020	Anomaly DetectionEnsemble Learning	CodeCode Available	1
Hardware Architecture Proposal for TEDA algorithm to Data Streaming Anomaly Detection	Mar 8, 2020	Anomaly DetectionOutlier Detection	—Unverified	0
Machine Learning based Anomaly Detection for 5G Networks	Mar 7, 2020	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
A^3: Activation Anomaly Analysis	Mar 3, 2020	Anomaly DetectionSemi-supervised Anomaly Detection	CodeCode Available	1
CRATOS: Cognition of Reliable Algorithm for Time-series Optimal Solution	Mar 3, 2020	Anomaly DetectionClustering	—Unverified	0
Why is the Mahalanobis Distance Effective for Anomaly Detection?	Mar 1, 2020	Anomaly DetectionGeneral Classification	—Unverified	0
Unsupervised Dictionary Learning for Anomaly Detection	Feb 29, 2020	Anomaly DetectionDictionary Learning	—Unverified	0
DROCC: Deep Robust One-Class Classification	Feb 28, 2020	Anomaly DetectionClassification	—Unverified	0
MLography: An Automated Quantitative Metallography Model for Impurities Anomaly Detection using Novel Data Mining and Deep Learning Approach	Feb 27, 2020	Anomaly Detection	CodeCode Available	1

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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