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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 1651–1675 of 4856 papers

Title	Date	Tasks	Status	Hype
NEURO HAND: A weakly supervised Hierarchical Attention Network for interpretable neuroimaging abnormality Detection	Nov 6, 2023	Anomaly Detection	—Unverified	0
Temporal Shift -- Multi-Objective Loss Function for Improved Anomaly Fall Detection	Nov 6, 2023	Anomaly Detection	—Unverified	0
Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study	Nov 5, 2023	Anomaly Detection	CodeCode Available	1
Sketching Multidimensional Time Series for Fast Discord Mining	Nov 5, 2023	Anomaly DetectionTime Series	—Unverified	0
GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for Zero-shot Anomaly Detection	Nov 5, 2023	Anomaly DetectionQuestion Answering	CodeCode Available	1
Towards Generic Anomaly Detection and Understanding: Large-scale Visual-linguistic Model (GPT-4V) Takes the Lead	Nov 5, 2023	3D Anomaly DetectionAnomaly Detection	CodeCode Available	1
AIOps-Driven Enhancement of Log Anomaly Detection in Unsupervised Scenarios	Nov 5, 2023	Anomaly Detection	—Unverified	0
MTS-DVGAN: Anomaly Detection in Cyber-Physical Systems using a Dual Variational Generative Adversarial Network	Nov 4, 2023	Anomaly DetectionGenerative Adversarial Network	—Unverified	0
Holistic Representation Learning for Multitask Trajectory Anomaly Detection	Nov 3, 2023	Anomaly DetectionDecoder	CodeCode Available	1
InsPLAD: A Dataset and Benchmark for Power Line Asset Inspection in UAV Images	Nov 2, 2023	Anomaly DetectionImage Classification	CodeCode Available	1
Time Series Anomaly Detection using Diffusion-based Models	Nov 2, 2023	Anomaly DetectionTime Series	CodeCode Available	1
Cheating Depth: Enhancing 3D Surface Anomaly Detection via Depth Simulation	Nov 2, 2023	Anomaly DetectionDepth Anomaly Detection and Segmentation	CodeCode Available	1
Respiratory Anomaly Detection using Reflected Infrared Light-wave Signals	Nov 2, 2023	Anomaly Detection	—Unverified	0
Few-shot time-series anomaly detection with unsupervised domain adaptation	Nov 1, 2023	Anomaly DetectionDomain Adaptation	—Unverified	0
Model-driven Engineering for Machine Learning Components: A Systematic Literature Review	Nov 1, 2023	Anomaly DetectionDecision Making	—Unverified	0
Architecture of Data Anomaly Detection-Enhanced Decentralized Expert System for Early-Stage Alzheimer's Disease Prediction	Nov 1, 2023	Anomaly DetectionDiagnostic	—Unverified	0
CLIP-AD: A Language-Guided Staged Dual-Path Model for Zero-shot Anomaly Detection	Nov 1, 2023	Anomaly DetectionLanguage Modeling	—Unverified	0
Log-based Anomaly Detection of Enterprise Software: An Empirical Study	Oct 31, 2023	Anomaly Detection	—Unverified	0
A Low-cost Strategic Monitoring Approach for Scalable and Interpretable Error Detection in Deep Neural Networks	Oct 31, 2023	Anomaly Detection	—Unverified	0
Privacy-Preserving Federated Learning over Vertically and Horizontally Partitioned Data for Financial Anomaly Detection	Oct 30, 2023	Anomaly DetectionFederated Learning	—Unverified	0
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning	Oct 30, 2023	Anomaly Detectionclass-incremental learning	CodeCode Available	0
MENTOR: Human Perception-Guided Pretraining for Increased Generalization	Oct 30, 2023	Anomaly DetectionDecoder	—Unverified	0
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection	Oct 29, 2023	Anomaly DetectionPrompt Learning	CodeCode Available	2
Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection	Oct 29, 2023	Anomaly DetectionImage Captioning	CodeCode Available	1
Debunking Free Fusion Myth: Online Multi-view Anomaly Detection with Disentangled Product-of-Experts Modeling	Oct 28, 2023	Anomaly DetectionDisentanglement	—Unverified	0

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All datasets MVTec AD VisA MVTec LOCO AD One-class CIFAR-10 CUHK Avenue ShanghaiTech Fishyscapes L&F UCR Anomaly Archive MPDD BTAD One-class CIFAR-100 UBnormal

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CPR-faster(TensorRT)	FPS	1,016	—	Unverified
2	CPR-fast(TensorRT)	FPS	362	—	Unverified
3	CPR(TensorRT)	FPS	130	—	Unverified
4	GLASS	Detection AUROC	99.9	—	Unverified
5	UniNet	Detection AUROC	99.9	—	Unverified
6	HETMM	Detection AUROC	99.8	—	Unverified
7	INP-Fomer ViT-L (model-unified multi-class)	Detection AUROC	99.8	—	Unverified
8	EfficientAD (early stopping)	Detection AUROC	99.8	—	Unverified
9	DDAD	Detection AUROC	99.8	—	Unverified
10	PBAS	Detection AUROC	99.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniNet	Detection AUROC	99.8	—	Unverified
2	GLAD	Detection AUROC	99.5	—	Unverified
3	UniNet(model-unified multi-class)	Detection AUROC	99.15	—	Unverified
4	INP-Former ViT-B (model-unified multi-class)	Detection AUROC	98.9	—	Unverified
5	DDAD	Detection AUROC	98.9	—	Unverified
6	Dinomaly ViT-L (model-unified multi-class)	Detection AUROC	98.9	—	Unverified
7	DiffusionAD	Detection AUROC	98.8	—	Unverified
8	GLASS	Detection AUROC	98.8	—	Unverified
9	TransFusion	Detection AUROC	98.7	—	Unverified
10	HETMM	Detection AUROC	98.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CSAD	Avg. Detection AUROC	95.3	—	Unverified
2	PSAD	Avg. Detection AUROC	94.9	—	Unverified