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 1601–1625 of 4856 papers

Title	Date	Tasks	Status	Score
Enhancing Fairness in Unsupervised Graph Anomaly Detection through Disentanglement	Jun 3, 2024	Anomaly DetectionDecision Making	CodeCode Available	5
Enhancing Robustness of On-line Learning Models on Highly Noisy Data	Mar 19, 2021	Anomaly DetectionFace Recognition	CodeCode Available	5
Enhancing Wrist Fracture Detection with YOLO	Jul 17, 2024	Anomaly DetectionFracture detection	CodeCode Available	5
TSA on AutoPilot: Self-tuning Self-supervised Time Series Anomaly Detection	Apr 3, 2024	Anomaly DetectionData Augmentation	CodeCode Available	5
ENCODE: Encoding NetFlows for Network Anomaly Detection	Jul 8, 2022	Anomaly DetectionBIG-bench Machine Learning	CodeCode Available	5
Enabling Efficient and Flexible Interpretability of Data-driven Anomaly Detection in Industrial Processes with AcME-AD	Apr 29, 2024	Anomaly Detection	CodeCode Available	5
Enhanced anomaly detection in well log data through the application of ensemble GANs	Nov 29, 2024	Anomaly Detection	CodeCode Available	5
Bump Hunting in Latent Space	Mar 11, 2021	Anomaly DetectionBIG-bench Machine Learning	CodeCode Available	5
AssemAI: Interpretable Image-Based Anomaly Detection for Manufacturing Pipelines	Aug 5, 2024	Anomaly Detectionobject-detection	CodeCode Available	5
Building and Interpreting Deep Similarity Models	Mar 11, 2020	Anomaly DetectionClustering	CodeCode Available	5
Anomaly Detection in High Dimensional Data	Aug 12, 2019	Anomaly DetectionFeature Engineering	CodeCode Available	5
Eloss in the way: A Sensitive Input Quality Metrics for Intelligent Driving	Feb 2, 2023	3D Object DetectionAnomaly Detection	CodeCode Available	5
Enhancing Anomaly Detection Generalization through Knowledge Exposure: The Dual Effects of Augmentation	Jun 15, 2024	Anomaly DetectionOut-of-Distribution Generalization	CodeCode Available	5
Ensemble Clustering for Graphs: Comparisons and Applications	Mar 19, 2019	Anomaly DetectionClustering	CodeCode Available	5
Effect of Deep Transfer and Multi task Learning on Sperm Abnormality Detection	Nov 21, 2021	Anomaly DetectionMulti-Task Learning	CodeCode Available	5
BRUNO: A Deep Recurrent Model for Exchangeable Data	Feb 21, 2018	Anomaly DetectionBayesian Inference	CodeCode Available	5
AIDA: Analytic Isolation and Distance-based Anomaly Detection Algorithm	Dec 5, 2022	Anomaly Detection	CodeCode Available	5
Early-Stage Anomaly Detection: A Study of Model Performance on Complete vs. Partial Flows	Jul 3, 2024	Anomaly Detection	CodeCode Available	5
Early Anomaly Detection in Time Series: A Hierarchical Approach for Predicting Critical Health Episodes	Oct 22, 2020	Anomaly DetectionTime Series	CodeCode Available	5
E-ABIN: an Explainable module for Anomaly detection in BIological Networks	Jun 25, 2025	Anomaly Detection	CodeCode Available	5
Bridging 3D Anomaly Localization and Repair via High-Quality Continuous Geometric Representation	May 30, 2025	3D Anomaly DetectionAnomaly Detection	CodeCode Available	5
Rethinking Medical Anomaly Detection in Brain MRI: An Image Quality Assessment Perspective	Aug 15, 2024	Anomaly DetectionImage Quality Assessment	CodeCode Available	5
Action Sequence Augmentation for Early Graph-based Anomaly Detection	Oct 20, 2020	Anomaly DetectionData Augmentation	CodeCode Available	5
Detection of Adversarial Training Examples in Poisoning Attacks through Anomaly Detection	Feb 8, 2018	Anomaly DetectionBIG-bench Machine Learning	CodeCode Available	5
Effective and Efficient Representation Learning for Flight Trajectories	Dec 21, 2024	Anomaly DetectionRepresentation Learning	CodeCode Available	5

Show:10 25 50

← PrevPage 65 of 195Next →

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