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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 2101–2150 of 4856 papers

TitleStatusHype
Detecting Anomalous Events in Object-centric Business Processes via Graph Neural NetworksCode0
Research and application of Transformer based anomaly detection model: A literature review—0
Unveiling Hidden Energy Anomalies: Harnessing Deep Learning to Optimize Energy Management in Sports Facilities—0
APALU: A Trainable, Adaptive Activation Function for Deep Learning Networks—0
Distributed Anomaly Detection in Modern Power Systems: A Penalty-based Mitigation Approach—0
Can Tree Based Approaches Surpass Deep Learning in Anomaly Detection? A Benchmarking StudyCode0
Speech motion anomaly detection via cross-modal translation of 4D motion fields from tagged MRI—0
OIL-AD: An Anomaly Detection Framework for Sequential Decision SequencesCode0
Advancing Video Anomaly Detection: A Concise Review and a New Dataset—0
Statistical Test for Anomaly Detections by Variational Auto-Encoders—0
IoT Network Traffic Analysis with Deep Learning—0
Weakly Supervised Anomaly Detection via Knowledge-Data Alignment—0
One-class anomaly detection through color-to-thermal AI for building envelope inspection—0
Quantum Normalizing Flows for Anomaly Detection—0
Understanding Time Series Anomaly State Detection through One-Class Classification—0
A hybrid IndRNNLSTM approach for real-time anomaly detection in software-defined networks—0
Dual-Student Knowledge Distillation Networks for Unsupervised Anomaly Detection—0
Develop End-to-End Anomaly Detection System—0
Statistical validation of a deep learning algorithm for dental anomaly detection in intraoral radiographs using paired data—0
Evaluating ML-Based Anomaly Detection Across Datasets of Varied Integrity: A Case StudyCode0
Retrieval Augmented Deep Anomaly Detection for Tabular DataCode0
Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PETCode0
A Survey on Visual Anomaly Detection: Challenge, Approach, and Prospect—0
Anomaly Detection of Particle Orbit in Accelerator using LSTM Deep Learning Technology—0
SCANIA Component X Dataset: A Real-World Multivariate Time Series Dataset for Predictive Maintenance—0
Towards Robust Hyperspectral Anomaly Detection: Decomposing Background, Anomaly, and Mixed Noise via Convex Optimization—0
Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection—0
Edge Conditional Node Update Graph Neural Network for Multi-variate Time Series Anomaly Detection—0
Multitask Active Learning for Graph Anomaly DetectionCode0
Symbrain: A large-scale dataset of MRI images for neonatal brain symmetry analysisCode0
A Review of Physics-Informed Machine Learning Methods with Applications to Condition Monitoring and Anomaly Detection—0
Unraveling Attacks in Machine Learning-based IoT Ecosystems: A Survey and the Open Libraries Behind Them—0
DACR: Distribution-Augmented Contrastive Reconstruction for Time-Series Anomaly Detection—0
MAEDiff: Masked Autoencoder-enhanced Diffusion Models for Unsupervised Anomaly Detection in Brain Images—0
PhoGAD: Graph-based Anomaly Behavior Detection with Persistent Homology Optimization—0
MELODY: Robust Semi-Supervised Hybrid Model for Entity-Level Online Anomaly Detection with Multivariate Time Series—0
Intelligent Optimization and Machine Learning Algorithms for Structural Anomaly Detection using Seismic Signals—0
A GAN-based data poisoning framework against anomaly detection in vertical federated learning—0
ADVENT: Attack/Anomaly Detection in VANETs—0
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies—0
The weird and the wonderful in our Solar System: Searching for serendipity in the Legacy Survey of Space and Time—0
Robust Anomaly Detection for Particle Physics Using Multi-Background Representation Learning—0
MLAD: A Unified Model for Multi-system Log Anomaly Detection—0
Attention Modules Improve Modern Image-Level Anomaly Detection: A DifferNet Case Study—0
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs—0
Video Anomaly Detection and Explanation via Large Language Models—0
EEGFormer: Towards Transferable and Interpretable Large-Scale EEG Foundation Model—0
Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing ValuesCode0
A Light-weight and Unsupervised Method for Near Real-time Behavioral Analysis using Operational Data Measurement—0
Empirical Analysis of Anomaly Detection on Hyperspectral Imaging Using Dimension Reduction Methods—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