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

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Showing 1551–1600 of 4856 papers

TitleStatusHype
Guarding the Grid: Enhancing Resilience in Automated Residential Demand Response Against False Data Injection Attacks—0
An Incremental Unified Framework for Small Defect InspectionCode1
Towards Efficient Quantum Anomaly Detection: One-Class SVMs using Variable Subsampling and Randomized MeasurementsCode0
Efficient Representation of the Activation Space in Deep Neural Networks—0
GenDet: Towards Good Generalizations for AI-Generated Image DetectionCode2
Meta-survey on outlier and anomaly detectionCode0
Exploring Plain ViT Reconstruction for Multi-class Unsupervised Anomaly Detection—0
How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary InvestigationCode1
Unsupervised KPIs-Based Clustering of Jobs in HPC Data Centers—0
Detecting Contextual Network Anomalies with Graph Neural Networks—0
DiAD: A Diffusion-based Framework for Multi-class Anomaly DetectionCode2
QuickQuakeBuildings: Post-earthquake SAR-Optical Dataset for Quick Damaged-building DetectionCode1
Reinforcement Neighborhood Selection for Unsupervised Graph Anomaly Detection—0
Physics-Informed Convolutional Autoencoder for Cyber Anomaly Detection in Power Distribution Grids—0
Adversarial Denoising Diffusion Model for Unsupervised Anomaly Detection—0
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything—0
Guided Reconstruction with Conditioned Diffusion Models for Unsupervised Anomaly Detection in Brain MRIsCode1
Data-Driven Semi-Supervised Machine Learning with Safety Indicators for Abnormal Driving Behavior Detection—0
Detection and Imputation based Two-Stage Denoising Diffusion Power System Measurement Recovery under Cyber-Physical Uncertainties—0
A brief introduction to a framework named Multilevel Guidance-Exploration NetworkCode0
Intelligent Anomaly Detection for Lane Rendering Using Transformer with Self-Supervised Pre-Training and Customized Fine-Tuning—0
Multimodal Industrial Anomaly Detection by Crossmodal Feature MappingCode1
How Low Can You Go? Surfacing Prototypical In-Distribution Samples for Unsupervised Anomaly Detection—0
Anomaly Detection for Scalable Task Grouping in Reinforcement Learning-based RAN Optimization—0
Pseudo Replay-based Class Continual Learning for Online New Category Anomaly Detection in Advanced Manufacturing—0
Semi-Supervised Health Index Monitoring with Feature Generation and Fusion—0
A Unified Simulation Framework for Visual and Behavioral Fidelity in Crowd Analysis—0
A Self-Commissioning Edge Computing Method for Data-Driven Anomaly Detection in Power Electronic Systems—0
Learning Cortical Anomaly through Masked Encoding for Unsupervised Heterogeneity MappingCode0
MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly DetectionCode1
Few-Shot Anomaly Detection with Adversarial Loss for Robust Feature Representations—0
EdgeConvFormer: Dynamic Graph CNN and Transformer based Anomaly Detection in Multivariate Time Series—0
OCGEC: One-class Graph Embedding Classification for DNN Backdoor DetectionCode0
Dynamic Erasing Network Based on Multi-Scale Temporal Features for Weakly Supervised Video Anomaly DetectionCode0
From Lab to Field: Real-World Evaluation of an AI-Driven Smart Video Solution to Enhance Community Safety—0
Unsupervised Anomaly Detection using Aggregated Normative DiffusionCode1
Anomaly Detection Under Uncertainty Using Distributionally Robust Optimization Approach—0
Revisiting Non-separable Binary Classification and its Applications in Anomaly DetectionCode0
ADT: Agent-based Dynamic Thresholding for Anomaly Detection—0
Bagged Regularized k-Distances for Anomaly Detection—0
Eliciting Latent Knowledge from Quirky Language ModelsCode1
Online Anomaly Detection over Live Social Video Streaming—0
Anomaly Detection via Learning-Based Sequential Controlled Sensing—0
Unsupervised textile defect detection using convolutional neural networks—0
Multilevel Saliency-Guided Self-Supervised Learning for Image Anomaly Detection—0
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly DetectionCode0
Diagnostics Using Nuclear Plant Cyber Attack Analysis Toolkit—0
Anonymous Jamming Detection in 5G with Bayesian Network Model Based Inference Analysis—0
Fast Particle-based Anomaly Detection Algorithm with Variational AutoencoderCode0
Video Anomaly Detection via Spatio-Temporal Pseudo-Anomaly Generation : A Unified Approach—0
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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