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 2801–2825 of 4856 papers

Title	Date	Tasks	Status	Hype
Explainable multi-class anomaly detection on functional data	May 3, 2022	Anomaly DetectionMulti-class Anomaly Detection	—Unverified	0
Object Class Aware Video Anomaly Detection through Image Translation	May 3, 2022	Anomaly DetectionObject	—Unverified	0
Multimodal Detection of Unknown Objects on Roads for Autonomous Driving	May 3, 2022	Anomaly DetectionAutonomous Driving	CodeCode Available	1
TracInAD: Measuring Influence for Anomaly Detection	May 3, 2022	Anomaly Detection	CodeCode Available	0
ARCADE: Adversarially Regularized Convolutional Autoencoder for Network Anomaly Detection	May 3, 2022	Anomaly Detection	—Unverified	0
ADDAI: Anomaly Detection using Distributed AI	May 2, 2022	Anomaly DetectionDistributed Computing	—Unverified	0
MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities	May 2, 2022	Anomaly DetectionDefect Detection	CodeCode Available	2
Federated Semi-Supervised Classification of Multimedia Flows for 3D Networks	May 1, 2022	Anomaly Detectionfeature selection	—Unverified	0
Abnormal-aware Multi-person Evaluation System with Improved Fuzzy Weighting	May 1, 2022	Anomaly Detection	—Unverified	0
Unseen Anomaly Detection on Networks via Multi-Hypersphere Learning	Apr 30, 2022	Anomaly DetectionGraph Learning	CodeCode Available	0
Anomaly Detection by Leveraging Incomplete Anomalous Knowledge with Anomaly-Aware Bidirectional GANs	Apr 28, 2022	Anomaly DetectionGenerative Adversarial Network	CodeCode Available	1
Meta-Learning Based Early Fault Detection for Rolling Bearings via Few-Shot Anomaly Detection	Apr 27, 2022	Anomaly DetectionFault Detection	—Unverified	0
IRC-safe Graph Autoencoder for unsupervised anomaly detection	Apr 26, 2022	Anomaly DetectionSensitivity	—Unverified	0
Novel Applications for VAE-based Anomaly Detection Systems	Apr 26, 2022	Anomaly Detection	—Unverified	0
Topological Data Analysis for Anomaly Detection in Host-Based Logs	Apr 25, 2022	Anomaly DetectionTopological Data Analysis	—Unverified	0
A Survey on Unsupervised Anomaly Detection Algorithms for Industrial Images	Apr 24, 2022	Anomaly DetectionDefect Detection	—Unverified	0
GFCL: A GRU-based Federated Continual Learning Framework against Data Poisoning Attacks in IoV	Apr 23, 2022	Anomaly DetectionContinual Learning	—Unverified	0
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection	Apr 23, 2022	Anomaly DetectionAnomaly Localization	—Unverified	0
NLP Based Anomaly Detection for Categorical Time Series	Apr 22, 2022	Anomaly DetectionTime Series	—Unverified	0
Hybrid Cloud-Edge Collaborative Data Anomaly Detection in Industrial Sensor Networks	Apr 21, 2022	Anomaly Detection	—Unverified	0
Feature anomaly detection system (FADS) for intelligent manufacturing	Apr 21, 2022	Anomaly Detection	—Unverified	0
A Revealing Large-Scale Evaluation of Unsupervised Anomaly Detection Algorithms	Apr 21, 2022	Anomaly DetectionFraud Detection	CodeCode Available	1
Representation Learning for Content-Sensitive Anomaly Detection in Industrial Networks	Apr 20, 2022	Anomaly DetectionIntrusion Detection	CodeCode Available	1
Delamination prediction in composite panels using unsupervised-feature learning methods with wavelet-enhanced guided wave representations	Apr 20, 2022	Anomaly DetectionDimensionality Reduction	—Unverified	0
Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware	Apr 20, 2022	Anomaly DetectionModel Optimization	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