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 3601–3625 of 4856 papers

Title	Date	Tasks	Status	Hype
TrustMAE: A Noise-Resilient Defect Classification Framework using Memory-Augmented Auto-Encoders with Trust Regions	Dec 29, 2020	Anomaly DetectionPerceptual Distance	—Unverified	0
A Comprehensive Guide to CAN IDS Data & Introduction of the ROAD Dataset	Dec 29, 2020	Anomaly DetectionBenchmarking	—Unverified	0
Towards Fair Deep Anomaly Detection	Dec 29, 2020	Anomaly DetectionFairness	—Unverified	0
Detecting Anomalous Invoice Line Items in the Legal Case Lifecycle	Dec 28, 2020	Anomaly DetectionSynthetic Data Generation	—Unverified	0
Recomposition vs. Prediction: A Novel Anomaly Detection for Discrete Events Based On Autoencoder	Dec 27, 2020	Anomaly DetectionIntrusion Detection	CodeCode Available	0
Time-Window Group-Correlation Support vs. Individual Features: A Detection of Abnormal Users	Dec 27, 2020	Anomaly Detection	CodeCode Available	0
Neural Networks, Artificial Intelligence and the Computational Brain	Dec 25, 2020	Anomaly Detection	—Unverified	0
Camouflaged Object Detection and Tracking: A Survey	Dec 25, 2020	Anomaly DetectionMoving Object Detection	—Unverified	0
Graph Convolutional Networks for traffic anomaly	Dec 25, 2020	Anomaly DetectionEvent Detection	CodeCode Available	1
Am I Rare? An Intelligent Summarization Approach for Identifying Hidden Anomalies	Dec 24, 2020	Anomaly DetectionClustering	—Unverified	0
Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs	Dec 23, 2020	Anomaly DetectionArticles	CodeCode Available	1
Identification of Unexpected Decisions in Partially Observable Monte-Carlo Planning: a Rule-Based Approach	Dec 23, 2020	Anomaly DetectionRobot Navigation	CodeCode Available	0
General Domain Adaptation Through Proportional Progressive Pseudo Labeling	Dec 23, 2020	Anomaly DetectionDomain Adaptation	CodeCode Available	0
Dual-encoder Bidirectional Generative Adversarial Networks for Anomaly Detection	Dec 22, 2020	Anomaly Detection	—Unverified	0
Unsupervised in-distribution anomaly detection of new physics through conditional density estimation	Dec 21, 2020	Anomaly DetectionDensity Estimation	—Unverified	0
Improving unsupervised anomaly localization by applying multi-scale memories to autoencoders	Dec 21, 2020	Anomaly DetectionAnomaly Localization	—Unverified	0
Unsupervised Anomaly Detectors to Detect Intrusions in the Current Threat Landscape	Dec 21, 2020	Anomaly DetectionBinary Classification	—Unverified	0
Computer-aided abnormality detection in chest radiographs in a clinical setting via domain-adaptation	Dec 19, 2020	Anomaly DetectionDomain Adaptation	—Unverified	0
Image-Based Jet Analysis	Dec 17, 2020	Anomaly DetectionGeneral Classification	—Unverified	0
Anomaly Detection and Localization based on Double Kernelized Scoring and Matrix Kernels	Dec 15, 2020	Anomaly DetectionTime Series Analysis	—Unverified	0
Modeling Heterogeneous Statistical Patterns in High-dimensional Data by Adversarial Distributions: An Unsupervised Generative Framework	Dec 15, 2020	Anomaly DetectionFraud Detection	CodeCode Available	0
A Systematic Mapping Study in AIOps	Dec 15, 2020	Anomaly Detection	—Unverified	0
Multi-Modal Anomaly Detection for Unstructured and Uncertain Environments	Dec 15, 2020	Anomaly Detection	CodeCode Available	1
GAN Ensemble for Anomaly Detection	Dec 14, 2020	Anomaly Detection	CodeCode Available	1
DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation	Dec 13, 2020	Anomaly DetectionAnomaly Segmentation	CodeCode Available	1

Show:10 25 50

← PrevPage 145 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