SOTAVerified

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

Showing 48014850 of 4856 papers

TitleStatusHype
On Anomaly Ranking and Excess-Mass Curves0
A Random Matrix Theoretical Approach to Early Event Detection in Smart Grid0
A Neural Network Anomaly Detector Using the Random Cluster Model0
Efficiently Discovering Frequent Motifs in Large-scale Sensor Data0
Signal Recovery on Graphs: Variation Minimization0
Multi-view Anomaly Detection via Probabilistic Latent Variable Models0
Abnormal Object Recognition: A Comprehensive Study0
Anomaly Detection Framework Using Rule Extraction for Efficient Intrusion Detection0
Multi-Level Anomaly Detection on Time-Varying Graph Data0
GLAD: Group Anomaly Detection in Social Media Analysis- Extended Abstract0
Anomaly Detection Based on Indicators Aggregation0
A Methodology for the Diagnostic of Aircraft Engine Based on Indicators Aggregation0
One-Class Support Measure Machines for Group Anomaly Detection0
Modeling Newswire Events using Neural Networks for Anomaly Detection0
An Off-the-shelf Approach to Authorship Attribution0
Entropic one-class classifiers0
Anomaly Detection Based on Aggregation of Indicators0
Event and Anomaly Detection Using Tucker3 Decomposition0
A Rank-SVM Approach to Anomaly Detection0
Anytime Hierarchical Clustering0
On the Ground Validation of Online Diagnosis with Twitter and Medical Records0
A Kernel-Based Nonparametric Test for Anomaly Detection over Line Networks0
DeepWalk: Online Learning of Social RepresentationsCode0
Multi-task Feature Selection based Anomaly Detection0
Feature Extraction of ECG Signal Using HHT Algorithm0
Network Traffic Decomposition for Anomaly Detection0
Sleep Analytics and Online Selective Anomaly Detection0
Classification Tree Diagrams in Health Informatics Applications0
Toward Supervised Anomaly Detection0
Anomaly detection in reconstructed quantum states using a machine-learning technique0
Intrusion Detection using Continuous Time Bayesian Networks0
Near-optimal Anomaly Detection in Graphs using Lovasz Extended Scan Statistic0
Scalable Anomaly Detection in Large Homogenous Populations0
Network Anomaly Detection: A Survey and Comparative Analysis of Stochastic and Deterministic Methods0
Capturing Anomalies in the Choice of Content Words in Compositional Distributional Semantic Space0
A Review of Machine Learning based Anomaly Detection Techniques0
Quiet in Class: Classification, Noise and the Dendritic Cell Algorithm0
Anomaly Detection via oversampling Principal Component AnalysisCode0
Syntactic sensitive complexity for symbol-free sequence0
Narrative based Postdictive Reasoning for Cognitive Robotics0
Object-Centric Anomaly Detection by Attribute-Based Reasoning0
Improved Anomaly Detection in Crowded Scenes via Cell-based Analysis of Foreground Speed, Size and Texture0
A Massively Parallel Associative Memory Based on Sparse Neural Networks0
One-Class Support Measure Machines for Group Anomaly Detection0
Multi-criteria Anomaly Detection using Pareto Depth Analysis0
Securing Your Transactions: Detecting Anomalous Patterns In XML Documents0
Kernels on Sample Sets via Nonparametric Divergence Estimates0
Group Anomaly Detection using Flexible Genre Models0
Efficient anomaly detection using bipartite k-NN graphs0
Detection and Analysis of Drive-by-Download Attacks and Malicious JavaScript Code0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CPR-faster(TensorRT)FPS1,016Unverified
2CPR-fast(TensorRT)FPS362Unverified
3CPR(TensorRT)FPS130Unverified
4GLASSDetection AUROC99.9Unverified
5UniNetDetection AUROC99.9Unverified
6HETMMDetection AUROC99.8Unverified
7INP-Fomer ViT-L (model-unified multi-class)Detection AUROC99.8Unverified
8EfficientAD (early stopping)Detection AUROC99.8Unverified
9DDADDetection AUROC99.8Unverified
10PBASDetection AUROC99.8Unverified
#ModelMetricClaimedVerifiedStatus
1UniNetDetection AUROC99.8Unverified
2GLADDetection AUROC99.5Unverified
3UniNet(model-unified multi-class)Detection AUROC99.15Unverified
4INP-Former ViT-B (model-unified multi-class)Detection AUROC98.9Unverified
5DDADDetection AUROC98.9Unverified
6Dinomaly ViT-L (model-unified multi-class)Detection AUROC98.9Unverified
7DiffusionADDetection AUROC98.8Unverified
8GLASSDetection AUROC98.8Unverified
9TransFusionDetection AUROC98.7Unverified
10HETMMDetection AUROC98.1Unverified
#ModelMetricClaimedVerifiedStatus
1CSADAvg. Detection AUROC95.3Unverified
2PSADAvg. Detection AUROC94.9Unverified