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 3601–3610 of 4856 papers

Title	Date	Tasks	Status
Wisdom of the Contexts: Active Ensemble Learning for Contextual Anomaly Detection	Jan 27, 2021	Active LearningAnomaly Detection	—Unverified
Words as Geometric Features: Estimating Homography using Optical Character Recognition as Compressed Image Representation	May 25, 2025	Anomaly DetectionHomography Estimation	—Unverified
World Models for Anomaly Detection during Model-Based Reinforcement Learning Inference	Mar 4, 2025	Anomaly DetectionModel-based Reinforcement Learning	—Unverified
WRT-SAM: Foundation Model-Driven Segmentation for Generalized Weld Radiographic Testing	Feb 17, 2025	Anomaly DetectionImage Segmentation	—Unverified
WSCIF: A Weakly-Supervised Color Intelligence Framework for Tactical Anomaly Detection in Surveillance Keyframes	May 14, 2025	Anomaly Detection	—Unverified
X2CT-CLIP: Enable Multi-Abnormality Detection in Computed Tomography from Chest Radiography via Tri-Modal Contrastive Learning	Mar 4, 2025	Anomaly DetectionComputed Tomography (CT)	—Unverified
XAI-guided Insulator Anomaly Detection for Imbalanced Datasets	Sep 25, 2024	Anomaly DetectionDefect Detection	—Unverified
X-MAN: Explaining multiple sources of anomalies in video	Jun 16, 2021	Anomaly DetectionDecision Making	—Unverified
Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection	Sep 28, 2021	Anomaly DetectionDisentanglement	—Unverified
Ymir: A Supervised Ensemble Framework for Multivariate Time Series Anomaly Detection	Dec 9, 2021	Anomaly DetectionEnsemble Learning	—Unverified

Show:10 25 50

← PrevPage 361 of 486Next →

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	UniNet	Detection AUROC	99.9	—	Unverified
5	GLASS	Detection AUROC	99.9	—	Unverified
6	PBAS	Detection AUROC	99.8	—	Unverified
7	HETMM	Detection AUROC	99.8	—	Unverified
8	INP-Fomer ViT-L (model-unified multi-class)	Detection AUROC	99.8	—	Unverified
9	DDAD	Detection AUROC	99.8	—	Unverified
10	EfficientAD (early stopping)	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	Dinomaly ViT-L (model-unified multi-class)	Detection AUROC	98.9	—	Unverified
5	INP-Former ViT-B (model-unified multi-class)	Detection AUROC	98.9	—	Unverified
6	DDAD	Detection AUROC	98.9	—	Unverified
7	GLASS	Detection AUROC	98.8	—	Unverified
8	DiffusionAD	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