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 1701–1750 of 4856 papers

TitleStatusHype
Efficient Slice Anomaly Detection Network for 3D Brain MRI Volume—0
PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose TokenizationCode0
AnomalousPatchCore: Exploring the Use of Anomalous Samples in Industrial Anomaly Detection—0
Training-Free Time-Series Anomaly Detection: Leveraging Image Foundation Models—0
Channel-wise Influence: Estimating Data Influence for Multivariate Time Series—0
Variational autoencoder-based neural network model compression—0
SPICED: Syntactical Bug and Trojan Pattern Identification in A/MS Circuits using LLM-Enhanced Detection—0
Temporal Divide-and-Conquer Anomaly Actions Localization in Semi-Supervised Videos with Hierarchical Transformer—0
AnoPLe: Few-Shot Anomaly Detection via Bi-directional Prompt Learning with Only Normal SamplesCode0
SHEDAD: SNN-Enhanced District Heating Anomaly Detection for Urban Substations—0
Multi-Normal Prototypes Learning for Weakly Supervised Anomaly DetectionCode0
Self-Supervised Iterative Refinement for Anomaly Detection in Industrial Quality Control—0
Hypergraph Learning based Recommender System for Anomaly Detection, Control and Optimization—0
Explainable Anomaly Detection: Counterfactual driven What-If Analysis—0
Physics-Driven AI Correction in Laser Absorption Sensing Quantification—0
Distributional Drift Detection in Medical Imaging with Sketching and Fine-Tuned Transformer—0
Rethinking Medical Anomaly Detection in Brain MRI: An Image Quality Assessment PerspectiveCode0
HELP: Hierarchical Embeddings-based Log Parsing—0
Attention-Guided Perturbation for Unsupervised Image Anomaly Detection—0
Impact of Inaccurate Contamination Ratio on Robust Unsupervised Anomaly Detection—0
Latent Anomaly Detection Through Density Matrices—0
RW-NSGCN: A Robust Approach to Structural Attacks via Negative Sampling—0
Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection—0
Investigation of unsupervised and supervised hyperspectral anomaly detection—0
Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts—0
Hi-SAM: A high-scalable authentication model for satellite-ground Zero-Trust system using mean field game—0
A Methodological Report on Anomaly Detection on Dynamic Knowledge Graphs—0
Anomaly Detection in Time Series of EDFA Pump Currents to Monitor Degeneration Processes using Fuzzy Clustering—0
What Matters in Autonomous Driving Anomaly Detection: A Weakly Supervised HorizonCode0
Audio-visual cross-modality knowledge transfer for machine learning-based in-situ monitoring in laser additive manufacturing—0
Adversarially Robust Industrial Anomaly Detection Through Diffusion Model—0
Performance Metric for Multiple Anomaly Score Distributions with Discrete Severity LevelsCode0
Hybrid Efficient Unsupervised Anomaly Detection for Early Pandemic Case Identification—0
Cross-Domain Learning for Video Anomaly Detection with Limited Supervision—0
The Role and Applications of Airport Digital Twin in Cyberattack Protection during the Generative AI Era—0
Generating Fine-Grained Causality in Climate Time Series Data for Forecasting and Anomaly Detection—0
FedAD-Bench: A Unified Benchmark for Federated Unsupervised Anomaly Detection in Tabular Data—0
Anomaly Prediction: A Novel Approach with Explicit Delay and Horizon—0
Towards High-resolution 3D Anomaly Detection via Group-Level Feature Contrastive LearningCode0
Cluster-Wide Task Slowdown Detection in Cloud SystemCode0
Self-Supervised Contrastive Graph Clustering Network via Structural Information Fusion—0
Dual-Modeling Decouple Distillation for Unsupervised Anomaly Detection—0
Unsupervised Detection of Fetal Brain Anomalies using Denoising Diffusion Models—0
Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions—0
Online Electric Vehicle Charging Detection Based on Memory-based Transformer using Smart Meter Data—0
CKNN: Cleansed k-Nearest Neighbor for Unsupervised Video Anomaly DetectionCode0
Can LLMs Serve As Time Series Anomaly Detectors?—0
A Classifier-Based Approach to Multi-Class Anomaly Detection Applied to Astronomical Time-SeriesCode0
Operational range bounding of spectroscopy models with anomaly detection—0
AssemAI: Interpretable Image-Based Anomaly Detection for Manufacturing PipelinesCode0
Show:102550
← PrevPage 35 of 98Next →
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
6INP-Fomer ViT-L (model-unified multi-class)Detection AUROC99.8—Unverified
7DDADDetection AUROC99.8—Unverified
8EfficientAD (early stopping)Detection AUROC99.8—Unverified
9PBASDetection AUROC99.8—Unverified
10HETMMDetection AUROC99.8—Unverified
#ModelMetricClaimedVerifiedStatus
1UniNetDetection AUROC99.8—Unverified
2GLADDetection AUROC99.5—Unverified
3UniNet(model-unified multi-class)Detection AUROC99.15—Unverified
4DDADDetection AUROC98.9—Unverified
5Dinomaly ViT-L (model-unified multi-class)Detection AUROC98.9—Unverified
6INP-Former ViT-B (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