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 2651–2675 of 4856 papers

Title	Date	Tasks	Status	Hype
Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series	Jul 25, 2022	Anomaly DetectionTime Series	—Unverified	0
e-G2C: A 0.14-to-8.31 μJ/Inference NN-based Processor with Continuous On-chip Adaptation for Anomaly Detection and ECG Conversion from EGM	Jul 24, 2022	Anomaly Detection	—Unverified	0
CODiT: Conformal Out-of-Distribution Detection in Time-Series Data	Jul 24, 2022	Anomaly DetectionAutonomous Driving	CodeCode Available	1
Hierarchical Semi-Supervised Contrastive Learning for Contamination-Resistant Anomaly Detection	Jul 24, 2022	Anomaly DetectionContrastive Learning	CodeCode Available	0
Anomaly Detection for Fraud in Cryptocurrency Time Series	Jul 23, 2022	Anomaly DetectionTime Series	—Unverified	0
A general-purpose method for applying Explainable AI for Anomaly Detection	Jul 23, 2022	Anomaly DetectionExplainable Artificial Intelligence (XAI)	—Unverified	0
Dynamic Local Aggregation Network with Adaptive Clusterer for Anomaly Detection	Jul 22, 2022	Anomaly DetectionDiversity	CodeCode Available	1
Comparative Study on Supervised versus Semi-supervised Machine Learning for Anomaly Detection of In-vehicle CAN Network	Jul 21, 2022	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw Puzzles	Jul 20, 2022	Anomaly DetectionSelf-Supervised Learning	CodeCode Available	1
Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs	Jul 20, 2022	Anomaly DetectionNode Classification	—Unverified	0
Unsupervised Industrial Anomaly Detection via Pattern Generative and Contrastive Networks	Jul 20, 2022	Anomaly DetectionAnomaly Localization	—Unverified	0
Anomaly Detection of Smart Metering System for Power Management with Battery Storage System/Electric Vehicle	Jul 20, 2022	Anomaly DetectionManagement	—Unverified	0
A Hybrid Convolutional Neural Network with Meta Feature Learning for Abnormality Detection in Wireless Capsule Endoscopy Images	Jul 20, 2022	Anomaly DetectionDiagnostic	—Unverified	0
Informative knowledge distillation for image anomaly segmentation	Jul 19, 2022	Anomaly DetectionAnomaly Segmentation	CodeCode Available	1
RESAM: Requirements Elicitation and Specification for Deep-Learning Anomaly Models with Applications to UAV Flight Controllers	Jul 18, 2022	Anomaly DetectionDiagnostic	—Unverified	0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications	Jul 18, 2022	Activity RecognitionAnomaly Detection	—Unverified	0
Self-Supervised-RCNN for Medical Image Segmentation with Limited Data Annotation	Jul 17, 2022	Anomaly DetectionImage Segmentation	—Unverified	0
Task-aware Similarity Learning for Event-triggered Time Series	Jul 17, 2022	Anomaly DetectionTime Series	—Unverified	0
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection	Jul 16, 2022	Anomaly DetectionKnowledge Distillation	—Unverified	0
Greykite: Deploying Flexible Forecasting at Scale at LinkedIn	Jul 15, 2022	Anomaly DetectionTime Series	CodeCode Available	3
Registration based Few-Shot Anomaly Detection	Jul 15, 2022	Anomaly Detection	CodeCode Available	2
Anomal-E: A Self-Supervised Network Intrusion Detection System based on Graph Neural Networks	Jul 14, 2022	Anomaly DetectionIntrusion Detection	CodeCode Available	1
Experiments on Anomaly Detection in Autonomous Driving by Forward-Backward Style Transfers	Jul 13, 2022	Anomaly DetectionAutonomous Driving	—Unverified	0
Data-Driven Thermal Modelling for Anomaly Detection in Electric Vehicle Charging Stations	Jul 12, 2022	Anomaly Detection	—Unverified	0
A Benchmark dataset for predictive maintenance	Jul 12, 2022	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0

Show:10 25 50

← PrevPage 107 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