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 3301–3325 of 4856 papers

Title	Date	Tasks	Status	Hype
A Method for Detecting Abnormal Data of Network Nodes Based on Convolutional Neural Network	Jun 28, 2021	Anomaly DetectionSelf-Learning	—Unverified	0
Approximate Maximum Halfspace Discrepancy	Jun 25, 2021	Anomaly Detection	—Unverified	0
Task-agnostic Continual Learning with Hybrid Probabilistic Models	Jun 24, 2021	Anomaly DetectionContinual Learning	—Unverified	0
Generalized One-Class Learning Using Pairs of Complementary Classifiers	Jun 24, 2021	Anomaly Detection	—Unverified	0
Innovations Autoencoder and its Application in One-class Anomalous Sequence Detection	Jun 23, 2021	Anomaly DetectionGaussian Processes	—Unverified	0
A new Video Synopsis Based Approach Using Stereo Camera	Jun 23, 2021	Anomaly DetectionVideo Synopsis	—Unverified	0
Detecting Anomalous User Behavior in Remote Patient Monitoring	Jun 22, 2021	Anomaly Detection	—Unverified	0
Skeleton-based human action evaluation using graph convolutional network for monitoring Alzheimer’s progression	Jun 21, 2021	Action AssessmentAnomaly Detection	—Unverified	0
Affine-Invariant Integrated Rank-Weighted Depth: Definition, Properties and Finite Sample Analysis	Jun 21, 2021	Anomaly Detection	—Unverified	0
Spliced Binned-Pareto Distribution for Robust Modeling of Heavy-tailed Time Series	Jun 21, 2021	Anomaly DetectionTime Series	CodeCode Available	0
Low-rank Characteristic Tensor Density Estimation Part II: Compression and Latent Density Estimation	Jun 20, 2021	Anomaly DetectionDensity Estimation	CodeCode Available	0
Large-Scale Network Embedding in Apache Spark	Jun 20, 2021	Anomaly DetectionLink Prediction	—Unverified	0
Glancing at the Patch: Anomaly Localization With Global and Local Feature Comparison	Jun 19, 2021	Anomaly DetectionAnomaly Localization	—Unverified	0
Deep Learning in Latent Space for Video Prediction and Compression	Jun 19, 2021	Anomaly DetectionDeep Learning	CodeCode Available	1
TS2Vec: Towards Universal Representation of Time Series	Jun 19, 2021	Anomaly DetectionContrastive Learning	CodeCode Available	1
BinarizedAttack: Structural Poisoning Attacks to Graph-based Anomaly Detection	Jun 18, 2021	Anomaly DetectionCombinatorial Optimization	CodeCode Available	0
Anomaly Detection in Dynamic Graphs via Transformer	Jun 18, 2021	Anomaly Detection	CodeCode Available	1
Anomaly Detection and Automated Labeling for Voter Registration File Changes	Jun 16, 2021	Anomaly DetectionUnsupervised Anomaly Detection	—Unverified	0
Federated Learning for Intrusion Detection System: Concepts, Challenges and Future Directions	Jun 16, 2021	Anomaly DetectionAutonomous Vehicles	—Unverified	0
Anomaly Detection in Video Sequences: A Benchmark and Computational Model	Jun 16, 2021	Anomaly Detection	CodeCode Available	1
X-MAN: Explaining multiple sources of anomalies in video	Jun 16, 2021	Anomaly DetectionDecision Making	—Unverified	0
FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation	Jun 16, 2021	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	1
Towards Total Recall in Industrial Anomaly Detection	Jun 15, 2021	3D Anomaly DetectionAnomaly Classification	CodeCode Available	2
Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection	Jun 15, 2021	Anomaly DetectionFederated Learning	CodeCode Available	1
Multivariate Business Process Representation Learning utilizing Gramian Angular Fields and Convolutional Neural Networks	Jun 15, 2021	Anomaly DetectionClustering	—Unverified	0

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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