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 3021–3030 of 4856 papers

Title	Date	Tasks	Status
Anomaly Detection of Smart Metering System for Power Management with Battery Storage System/Electric Vehicle	Jul 20, 2022	Anomaly DetectionManagement	—Unverified
Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs	Jul 20, 2022	Anomaly DetectionNode Classification	—Unverified
Unsupervised Industrial Anomaly Detection via Pattern Generative and Contrastive Networks	Jul 20, 2022	Anomaly DetectionAnomaly Localization	—Unverified
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications	Jul 18, 2022	Activity RecognitionAnomaly Detection	—Unverified
RESAM: Requirements Elicitation and Specification for Deep-Learning Anomaly Models with Applications to UAV Flight Controllers	Jul 18, 2022	Anomaly DetectionDiagnostic	—Unverified
Task-aware Similarity Learning for Event-triggered Time Series	Jul 17, 2022	Anomaly DetectionTime Series	—Unverified
Self-Supervised-RCNN for Medical Image Segmentation with Limited Data Annotation	Jul 17, 2022	Anomaly DetectionImage Segmentation	—Unverified
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection	Jul 16, 2022	Anomaly DetectionKnowledge Distillation	—Unverified
Experiments on Anomaly Detection in Autonomous Driving by Forward-Backward Style Transfers	Jul 13, 2022	Anomaly DetectionAutonomous Driving	—Unverified
Data-Driven Thermal Modelling for Anomaly Detection in Electric Vehicle Charging Stations	Jul 12, 2022	Anomaly Detection	—Unverified

Show:10 25 50

← PrevPage 303 of 486Next →

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	INP-Fomer ViT-L (model-unified multi-class)	Detection AUROC	99.8	—	Unverified
7	DDAD	Detection AUROC	99.8	—	Unverified
8	EfficientAD (early stopping)	Detection AUROC	99.8	—	Unverified
9	PBAS	Detection AUROC	99.8	—	Unverified
10	HETMM	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	DDAD	Detection AUROC	98.9	—	Unverified
5	Dinomaly ViT-L (model-unified multi-class)	Detection AUROC	98.9	—	Unverified
6	INP-Former ViT-B (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