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 1676–1700 of 4856 papers

Title	Date	Tasks	Status	Hype
Debunking Free Fusion Myth: Online Multi-view Anomaly Detection with Disentangled Product-of-Experts Modeling	Oct 28, 2023	Anomaly DetectionDisentanglement	—Unverified	0
MEDAVET: Traffic Vehicle Anomaly Detection Mechanism based on spatial and temporal structures in vehicle traffic	Oct 28, 2023	Anomaly Detection	—Unverified	0
Adversarial Anomaly Detection using Gaussian Priors and Nonlinear Anomaly Scores	Oct 27, 2023	Anomaly Detection	CodeCode Available	1
Understanding Parameter Saliency via Extreme Value Theory	Oct 27, 2023	Anomaly DetectionSaliency Ranking	—Unverified	0
OrionBench: Benchmarking Time Series Generative Models in the Service of the End-User	Oct 26, 2023	Anomaly DetectionBenchmarking	—Unverified	0
MIM-GAN-based Anomaly Detection for Multivariate Time Series Data	Oct 26, 2023	Anomaly DetectionDiversity	CodeCode Available	0
Detecting subtle cyberattacks on adaptive cruise control vehicles: A machine learning approach	Oct 26, 2023	Anomaly DetectionGenerative Adversarial Network	—Unverified	0
A Coarse-to-Fine Pseudo-Labeling (C2FPL) Framework for Unsupervised Video Anomaly Detection	Oct 26, 2023	Anomaly DetectionOne-Class Classification	CodeCode Available	1
Towards Self-Interpretable Graph-Level Anomaly Detection	Oct 25, 2023	Anomaly DetectionGraph Anomaly Detection	CodeCode Available	1
GADY: Unsupervised Anomaly Detection on Dynamic Graphs	Oct 25, 2023	Anomaly DetectionUnsupervised Anomaly Detection	—Unverified	0
On Pixel-level Performance Assessment in Anomaly Detection	Oct 25, 2023	Anomaly Detection	—Unverified	0
Localizing Anomalies in Critical Infrastructure using Model-Based Drift Explanations	Oct 24, 2023	Anomaly Detection	CodeCode Available	0
One or Two Things We know about Concept Drift -- A Survey on Monitoring Evolving Environments	Oct 24, 2023	Anomaly DetectionDrift Detection	—Unverified	0
ADoPT: LiDAR Spoofing Attack Detection Based on Point-Level Temporal Consistency	Oct 23, 2023	Anomaly DetectionAutonomous Vehicles	—Unverified	0
CAD-DA: Controllable Anomaly Detection after Domain Adaptation by Statistical Inference	Oct 23, 2023	Anomaly DetectionDomain Adaptation	—Unverified	0
Hierarchical Vector Quantized Transformer for Multi-class Unsupervised Anomaly Detection	Oct 22, 2023	Anomaly DetectionMulti-class Anomaly Detection	CodeCode Available	1
Concept-based Anomaly Detection in Retail Stores for Automatic Correction using Mobile Robots	Oct 21, 2023	Anomaly DetectionManagement	—Unverified	0
An Event based Prediction Suffix Tree	Oct 20, 2023	Anomaly DetectionOne-Shot Learning	—Unverified	0
Positive-Unlabeled Node Classification with Structure-aware Graph Learning	Oct 20, 2023	Anomaly DetectionClassification	—Unverified	0
FLTracer: Accurate Poisoning Attack Provenance in Federated Learning	Oct 20, 2023	Anomaly DetectionFederated Learning	CodeCode Available	1
Identification of Abnormality in Maize Plants From UAV Images Using Deep Learning Approaches	Oct 20, 2023	Anomaly Detection	—Unverified	0
Anomaly Detection of Command Shell Sessions based on DistilBERT: Unsupervised and Supervised Approaches	Oct 20, 2023	Anomaly DetectionComputer Security	—Unverified	0
SigML++: Supervised Log Anomaly with Probabilistic Polynomial Approximation	Oct 19, 2023	Anomaly DetectionManagement	—Unverified	0
A New Time Series Similarity Measure and Its Smart Grid Applications	Oct 19, 2023	Anomaly DetectionDynamic Time Warping	—Unverified	0
Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection	Oct 19, 2023	Anomaly DetectionSupervised 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