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 1326–1350 of 4856 papers

Title	Date	Tasks	Status	Hype
SoftPatch: Unsupervised Anomaly Detection with Noisy Data	Mar 21, 2024	Anomaly DetectionUnsupervised Anomaly Detection	CodeCode Available	2
Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond	Mar 21, 2024	Anomaly DetectionDeep Learning	CodeCode Available	3
Diffusion Models with Ensembled Structure-Based Anomaly Scoring for Unsupervised Anomaly Detection	Mar 21, 2024	Anomaly DetectionMedical Image Analysis	CodeCode Available	0
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection	Mar 21, 2024	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	2
Hierarchical Gaussian Mixture Normalizing Flow Modeling for Unified Anomaly Detection	Mar 20, 2024	Anomaly DetectionMulti-class Anomaly Detection	CodeCode Available	1
Machine Learning-based Layer-wise Detection of Overheating Anomaly in LPBF using Photodiode Data	Mar 20, 2024	Anomaly Detection	—Unverified	0
Unveiling the Anomalies in an Ever-Changing World: A Benchmark for Pixel-Level Anomaly Detection in Continual Learning	Mar 19, 2024	Anomaly DetectionContinual Learning	—Unverified	0
Improving Interpretability of Scores in Anomaly Detection Based on Gaussian-Bernoulli Restricted Boltzmann Machine	Mar 19, 2024	Anomaly DetectionSemi-supervised Anomaly Detection	—Unverified	0
DMAD: Dual Memory Bank for Real-World Anomaly Detection	Mar 19, 2024	Anomaly DetectionRepresentation Learning	CodeCode Available	0
Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection	Mar 19, 2024	Anomaly DetectionBenchmarking	CodeCode Available	3
A Comparison of Deep Learning Architectures for Spacecraft Anomaly Detection	Mar 19, 2024	Anomaly DetectionComputational Efficiency	—Unverified	0
Wildfire danger prediction optimization with transfer learning	Mar 19, 2024	Anomaly Detectionobject-detection	CodeCode Available	0
VisionGPT: LLM-Assisted Real-Time Anomaly Detection for Safe Visual Navigation	Mar 19, 2024	Anomaly Detectionobject-detection	CodeCode Available	1
Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images	Mar 19, 2024	Anomaly ClassificationAnomaly Detection	CodeCode Available	3
Graph-Jigsaw Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection	Mar 18, 2024	Anomaly DetectionGraph Attention	—Unverified	0
Learning Unified Reference Representation for Unsupervised Multi-class Anomaly Detection	Mar 18, 2024	Anomaly DetectionMulti-class Anomaly Detection	CodeCode Available	1
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)	Mar 18, 2024	Anomaly DetectionConformal Prediction	—Unverified	0
Binary Noise for Binary Tasks: Masked Bernoulli Diffusion for Unsupervised Anomaly Detection	Mar 18, 2024	Anomaly DetectionDenoising	CodeCode Available	1
usfAD Based Effective Unknown Attack Detection Focused IDS Framework	Mar 17, 2024	Anomaly DetectionIntrusion Detection	—Unverified	0
Tokensome: Towards a Genetic Vision-Language GPT for Explainable and Cognitive Karyotyping	Mar 17, 2024	Anomaly DetectionDecision Making	—Unverified	0
Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning	Mar 17, 2024	Anomaly Detection	CodeCode Available	1
Causality from Bottom to Top: A Survey	Mar 17, 2024	Anomaly DetectionFraud Detection	—Unverified	0
Anomaly Detection Based on Isolation Mechanisms: A Survey	Mar 16, 2024	Anomaly DetectionSurvey	—Unverified	0
DTOR: Decision Tree Outlier Regressor to explain anomalies	Mar 16, 2024	Anomaly Detectionvalid	CodeCode Available	0
Generation is better than Modification: Combating High Class Homophily Variance in Graph Anomaly Detection	Mar 15, 2024	Anomaly DetectionGraph Anomaly Detection	—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