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 3751–3775 of 4856 papers

Title	Date	Tasks	Status
Understanding Bias in Anomaly Detection: A Semi-Supervised View with PAC Guarantees	Jan 1, 2021	Anomaly DetectionSemi-supervised Anomaly Detection	CodeCode Available
Anomaly detection and regime searching in fitness-tracker data	Jan 1, 2021	Activity RecognitionAnomaly Detection	—Unverified
A General Framework for Unsupervised Anomaly Detection	Jan 1, 2021	Anomaly DetectionOut-of-Distribution Detection	—Unverified
A Comprehensive Guide to CAN IDS Data & Introduction of the ROAD Dataset	Dec 29, 2020	Anomaly DetectionBenchmarking	—Unverified
Towards Fair Deep Anomaly Detection	Dec 29, 2020	Anomaly DetectionFairness	—Unverified
TrustMAE: A Noise-Resilient Defect Classification Framework using Memory-Augmented Auto-Encoders with Trust Regions	Dec 29, 2020	Anomaly DetectionPerceptual Distance	—Unverified
Detecting Anomalous Invoice Line Items in the Legal Case Lifecycle	Dec 28, 2020	Anomaly DetectionSynthetic Data Generation	—Unverified
Recomposition vs. Prediction: A Novel Anomaly Detection for Discrete Events Based On Autoencoder	Dec 27, 2020	Anomaly DetectionIntrusion Detection	CodeCode Available
Time-Window Group-Correlation Support vs. Individual Features: A Detection of Abnormal Users	Dec 27, 2020	Anomaly Detection	CodeCode Available
Neural Networks, Artificial Intelligence and the Computational Brain	Dec 25, 2020	Anomaly Detection	—Unverified
Camouflaged Object Detection and Tracking: A Survey	Dec 25, 2020	Anomaly DetectionMoving Object Detection	—Unverified
Am I Rare? An Intelligent Summarization Approach for Identifying Hidden Anomalies	Dec 24, 2020	Anomaly DetectionClustering	—Unverified
Identification of Unexpected Decisions in Partially Observable Monte-Carlo Planning: a Rule-Based Approach	Dec 23, 2020	Anomaly DetectionRobot Navigation	CodeCode Available
General Domain Adaptation Through Proportional Progressive Pseudo Labeling	Dec 23, 2020	Anomaly DetectionDomain Adaptation	CodeCode Available
Dual-encoder Bidirectional Generative Adversarial Networks for Anomaly Detection	Dec 22, 2020	Anomaly Detection	—Unverified
Unsupervised in-distribution anomaly detection of new physics through conditional density estimation	Dec 21, 2020	Anomaly DetectionDensity Estimation	—Unverified
Unsupervised Anomaly Detectors to Detect Intrusions in the Current Threat Landscape	Dec 21, 2020	Anomaly DetectionBinary Classification	—Unverified
Improving unsupervised anomaly localization by applying multi-scale memories to autoencoders	Dec 21, 2020	Anomaly DetectionAnomaly Localization	—Unverified
Computer-aided abnormality detection in chest radiographs in a clinical setting via domain-adaptation	Dec 19, 2020	Anomaly DetectionDomain Adaptation	—Unverified
Image-Based Jet Analysis	Dec 17, 2020	Anomaly DetectionGeneral Classification	—Unverified
Anomaly Detection and Localization based on Double Kernelized Scoring and Matrix Kernels	Dec 15, 2020	Anomaly DetectionTime Series Analysis	—Unverified
A Systematic Mapping Study in AIOps	Dec 15, 2020	Anomaly Detection	—Unverified
Modeling Heterogeneous Statistical Patterns in High-dimensional Data by Adversarial Distributions: An Unsupervised Generative Framework	Dec 15, 2020	Anomaly DetectionFraud Detection	CodeCode Available
Anomaly detection through latent space restoration using vector-quantized variational autoencoders	Dec 12, 2020	Anomaly DetectionOut-of-Distribution Detection	—Unverified
Filtering DDoS Attacks from Unlabeled Network Traffic Data Using Online Deep Learning	Dec 12, 2020	Anomaly DetectionBIG-bench Machine Learning	—Unverified

Show:10 25 50

← PrevPage 151 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