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 726–750 of 4856 papers

Title	Date	Tasks	Status	Hype
XBNet : An Extremely Boosted Neural Network	Jun 9, 2021	Anomaly DetectionBreast Cancer Detection	CodeCode Available	1
Sketch-Based Anomaly Detection in Streaming Graphs	Jun 8, 2021	Anomaly DetectionIntrusion Detection	CodeCode Available	1
MemStream: Memory-Based Streaming Anomaly Detection	Jun 7, 2021	Anomaly DetectionDenoising	CodeCode Available	1
Mean-Shifted Contrastive Loss for Anomaly Detection	Jun 7, 2021	Anomaly DetectionContrastive Learning	CodeCode Available	1
ToyADMOS2: Another dataset of miniature-machine operating sounds for anomalous sound detection under domain shift conditions	Jun 4, 2021	Anomaly DetectionFault Diagnosis	CodeCode Available	1
Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation	May 31, 2021	Anomaly DetectionAnomaly Segmentation	CodeCode Available	1
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing Data	May 25, 2021	Anomaly DetectionConformal Prediction	CodeCode Available	1
Feature Encoding with AutoEncoders for Weakly-supervised Anomaly Detection	May 22, 2021	Anomaly DetectionSupervised Anomaly Detection	CodeCode Available	1
Masked Contrastive Learning for Anomaly Detection	May 18, 2021	Anomaly DetectionContrastive Learning	CodeCode Available	1
Vision Transformers are Robust Learners	May 17, 2021	Anomaly DetectionImage Classification	CodeCode Available	1
Real-Time Anomaly Detection and Feature Analysis Based on Time Series for Surveillance Video	May 11, 2021	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	1
Unsupervised Offline Changepoint Detection Ensembles	May 9, 2021	Anomaly DetectionChange Point Detection	CodeCode Available	1
A Hierarchical Transformation-Discriminating Generative Model for Few Shot Anomaly Detection	Apr 29, 2021	Anomaly DetectionDefect Detection	CodeCode Available	1
Inpainting Transformer for Anomaly Detection	Apr 28, 2021	Anomaly Detection	CodeCode Available	1
The 5th AI City Challenge	Apr 25, 2021	Anomaly DetectionComputational Efficiency	CodeCode Available	1
Anomaly Detection for Solder Joints Using β-VAE	Apr 24, 2021	Anomaly DetectionFeature Engineering	CodeCode Available	1
Supervised Anomaly Detection via Conditional Generative Adversarial Network and Ensemble Active Learning	Apr 24, 2021	Active LearningAnomaly Detection	CodeCode Available	1
An End-to-End Computer Vision Methodology for Quantitative Metallography	Apr 22, 2021	Anomaly DetectionImage Inpainting	CodeCode Available	1
A Lightweight Concept Drift Detection and Adaptation Framework for IoT Data Streams	Apr 21, 2021	Anomaly DetectionDrift Detection	CodeCode Available	1
VT-ADL: A Vision Transformer Network for Image Anomaly Detection and Localization	Apr 20, 2021	Anomaly Detection	CodeCode Available	1
What is Wrong with One-Class Anomaly Detection?	Apr 20, 2021	Anomaly Detection	CodeCode Available	1
Beyond Outlier Detection: Outlier Interpretation by Attention-Guided Triplet Deviation Network	Apr 19, 2021	Anomaly DetectionOutlier Detection	CodeCode Available	1
Weakly Supervised Video Anomaly Detection via Center-guided Discriminative Learning	Apr 15, 2021	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	1
ADNet: Temporal Anomaly Detection in Surveillance Videos	Apr 14, 2021	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	1
Learning Normal Dynamics in Videos with Meta Prototype Network	Apr 14, 2021	Anomaly DetectionMeta-Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 30 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