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 3426–3450 of 4856 papers

Title	Date	Tasks	Status	Hype
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
SALAD: Self-Adaptive Lightweight Anomaly Detection for Real-time Recurrent Time Series	Apr 19, 2021	Anomaly DetectionTime Series	—Unverified	0
Autoencoders for unsupervised anomaly detection in high energy physics	Apr 19, 2021	Anomaly DetectionJet Tagging	—Unverified	0
Noise Attention based Spectrum Anomaly Detection Method for Unauthorized Bands	Apr 17, 2021	Anomaly Detection	—Unverified	0
Hop-Count Based Self-Supervised Anomaly Detection on Attributed Networks	Apr 16, 2021	Anomaly DetectionSelf-Supervised Anomaly Detection	CodeCode Available	0
Holmes: An Efficient and Lightweight Semantic Based Anomalous Email Detector	Apr 16, 2021	Anomaly DetectionNovelty Detection	—Unverified	0
OneLog: Towards End-to-End Training in Software Log Anomaly Detection	Apr 15, 2021	Anomaly Detection	—Unverified	0
An ADMM-based Optimal Transmission Frequency Management System for IoT Edge Intelligence	Apr 15, 2021	Anomaly DetectionManagement	—Unverified	0
Weakly Supervised Video Anomaly Detection via Center-guided Discriminative Learning	Apr 15, 2021	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	1
A Vision-based System for Traffic Anomaly Detection using Deep Learning and Decision Trees	Apr 14, 2021	Anomaly Detection	—Unverified	0
Context-Dependent Anomaly Detection for Low Altitude Traffic Surveillance	Apr 14, 2021	Anomaly DetectionContextual Anomaly Detection	—Unverified	0
Learning Normal Dynamics in Videos with Meta Prototype Network	Apr 14, 2021	Anomaly DetectionMeta-Learning	CodeCode Available	1
Global Information Guided Video Anomaly Detection	Apr 14, 2021	Anomaly DetectionSpatial Reasoning	—Unverified	0
ADNet: Temporal Anomaly Detection in Surveillance Videos	Apr 14, 2021	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	1
Detection of Dataset Shifts in Learning-Enabled Cyber-Physical Systems using Variational Autoencoder for Regression	Apr 14, 2021	Anomaly Detectionregression	—Unverified	0
Defending Against Adversarial Denial-of-Service Data Poisoning Attacks	Apr 14, 2021	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
Distributionally Robust Optimization for Deep Kernel Multiple Instance Learning	Apr 13, 2021	Anomaly DetectionGaussian Processes	CodeCode Available	0
Mixed supervision for surface-defect detection: from weakly to fully supervised learning	Apr 13, 2021	Anomaly DetectionDefect Detection	CodeCode Available	1
Anomaly Detection in Image Datasets Using Convolutional Neural Networks, Center Loss, and Mahalanobis Distance	Apr 13, 2021	Anomaly Detectionimage-classification	—Unverified	0
Efficient Model Monitoring for Quality Control in Cardiac Image Segmentation	Apr 12, 2021	Anomaly DetectionCardiac Segmentation	CodeCode Available	0
Using a Neural Network to Detect Anomalies given an N-gram Profile	Apr 12, 2021	Anomaly Detection	—Unverified	0
LearningCity: Knowledge Generation for Smart Cities	Apr 12, 2021	Anomaly Detection	—Unverified	0
DATE: Detecting Anomalies in Text via Self-Supervision of Transformers	Apr 12, 2021	Anomaly Detection	CodeCode Available	1
A Principled Approach to Enriching Security-related Data for Running Processes through Statistics and Natural Language Processing	Apr 11, 2021	Anomaly Detection	CodeCode Available	1

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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