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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1551–1575 of 4856 papers

TitleStatusHype
An Asymmetric Loss with Anomaly Detection LSTM Framework for Power Consumption Prediction—0
Delamination prediction in composite panels using unsupervised-feature learning methods with wavelet-enhanced guided wave representations—0
AAD: Adaptive Anomaly Detection through traffic surveillance videos—0
Demo: A Digital Twin of the 5G Radio Access Network for Anomaly Detection Functionality—0
DRAM Failure Prediction in AIOps: Empirical Evaluation, Challenges and Opportunities—0
DCFormer: Efficient 3D Vision-Language Modeling with Decomposed Convolutions—0
Anomaly Subsequence Detection with Dynamic Local Density for Time Series—0
An Anomaly Detection System Based on Generative Classifiers for Controller Area Network—0
Dense Out-of-Distribution Detection by Robust Learning on Synthetic Negative Data—0
An Anomaly Detection Method for Satellites Using Monte Carlo Dropout—0
Dens-PU: PU Learning with Density-Based Positive Labeled Augmentation—0
Dependency-based Anomaly Detection: a General Framework and Comprehensive Evaluation—0
Data Transformer for Anomalous Trajectory Detection—0
Design of a dynamic and self adapting system, supported with artificial intelligence, machine learning and real time intelligence for predictive cyber risk analytics in extreme environments, cyber risk in the colonisation of Mars—0
Data refinement for fully unsupervised visual inspection using pre-trained networks—0
Anomaly segmentation model for defects detection in electroluminescence images of heterojunction solar cells—0
DETECTA 2.0: Research into non-intrusive methodologies supported by Industry 4.0 enabling technologies for predictive and cyber-secure maintenance in SMEs—0
Data Quality Monitoring through Transfer Learning on Anomaly Detection for the Hadron Calorimeters—0
Detecting abnormal events in video using Narrowed Normality Clusters—0
Detecting abnormalities in resting-state dynamics: An unsupervised learning approach—0
Arbitrary Discrete Sequence Anomaly Detection with Zero Boundary LSTM—0
Detecting Anomalies from Video-Sequences: a Novel Descriptor—0
Detecting Anomalies in Blockchain Transactions using Machine Learning Classifiers and Explainability Analysis—0
ARCADE: Adversarially Regularized Convolutional Autoencoder for Network Anomaly Detection—0
Data-Efficient Methods for Dialogue Systems—0
Show:102550
← PrevPage 63 of 195Next →
All datasetsMVTec ADVisAMVTec LOCO ADOne-class CIFAR-10CUHK AvenueShanghaiTechFishyscapes L&FUCR Anomaly ArchiveMPDDBTADOne-class CIFAR-100UBnormal

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CPR-faster(TensorRT)FPS1,016—Unverified
2CPR-fast(TensorRT)FPS362—Unverified
3CPR(TensorRT)FPS130—Unverified
4GLASSDetection AUROC99.9—Unverified
5UniNetDetection AUROC99.9—Unverified
6HETMMDetection AUROC99.8—Unverified
7INP-Fomer ViT-L (model-unified multi-class)Detection AUROC99.8—Unverified
8EfficientAD (early stopping)Detection AUROC99.8—Unverified
9DDADDetection AUROC99.8—Unverified
10PBASDetection AUROC99.8—Unverified
#ModelMetricClaimedVerifiedStatus
1UniNetDetection AUROC99.8—Unverified
2GLADDetection AUROC99.5—Unverified
3UniNet(model-unified multi-class)Detection AUROC99.15—Unverified
4INP-Former ViT-B (model-unified multi-class)Detection AUROC98.9—Unverified
5DDADDetection AUROC98.9—Unverified
6Dinomaly ViT-L (model-unified multi-class)Detection AUROC98.9—Unverified
7DiffusionADDetection AUROC98.8—Unverified
8GLASSDetection AUROC98.8—Unverified
9TransFusionDetection AUROC98.7—Unverified
10HETMMDetection AUROC98.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CSADAvg. Detection AUROC95.3—Unverified
2PSADAvg. Detection AUROC94.9—Unverified