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 4526–4550 of 4856 papers

Title	Date	Tasks	Status	Hype
A Taxonomy of Network Threats and the Effect of Current Datasets on Intrusion Detection Systems	Jun 9, 2018	Anomaly DetectionIntrusion Detection	CodeCode Available	0
Learning Multi-Modal Self-Awareness Models for Autonomous Vehicles from Human Driving	Jun 7, 2018	Anomaly DetectionAutonomous Vehicles	—Unverified	0
A Multi-task Deep Learning Architecture for Maritime Surveillance using AIS Data Streams	Jun 6, 2018	Anomaly DetectionDeep Learning	CodeCode Available	0
Future Frame Prediction for Anomaly Detection â A New Baseline	Jun 1, 2018	Anomaly DetectionOptical Flow Estimation	CodeCode Available	1
Generative Modeling by Inclusive Neural Random Fields with Applications in Image Generation and Anomaly Detection	Jun 1, 2018	Anomaly DetectionImage Generation	CodeCode Available	0
Root-cause Analysis for Time-series Anomalies via Spatiotemporal Graphical Modeling in Distributed Complex Systems	May 31, 2018	Anomaly DetectionTime Series	—Unverified	0
Fast Incremental von Neumann Graph Entropy Computation: Theory, Algorithm, and Applications	May 30, 2018	Anomaly DetectionComputational Efficiency	CodeCode Available	0
Video Anomaly Detection and Localization via Gaussian Mixture Fully Convolutional Variational Autoencoder	May 29, 2018	Anomaly DetectionDecoder	—Unverified	0
Deep Anomaly Detection Using Geometric Transformations	May 28, 2018	Anomaly Detection	CodeCode Available	1
Anomaly Detection and Localization in Crowded Scenes by Motion-field Shape Description and Similarity-based Statistical Learning	May 27, 2018	Anomaly DetectionClustering	—Unverified	0
AVID: Adversarial Visual Irregularity Detection	May 24, 2018	Anomaly Detection	CodeCode Available	0
Deep Active Learning for Anomaly Detection	May 23, 2018	Active LearningAnomaly Detection	—Unverified	0
Early Cancer Detection in Blood Vessels Using Mobile Nanosensors	May 22, 2018	Anomaly Detection	—Unverified	0
Localized Multiple Kernel Learning for Anomaly Detection: One-class Classification	May 21, 2018	Anomaly DetectionClassification	CodeCode Available	0
A Compact Convolutional Neural Network for Textured Surface Anomaly Detection	May 18, 2018	Anomaly DetectionAnomaly Segmentation	CodeCode Available	0
Extending Dynamic Bayesian Networks for Anomaly Detection in Complex Logs	May 18, 2018	Anomaly Detection	—Unverified	0
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training	May 17, 2018	Anomaly DetectionDecoder	CodeCode Available	0
N-BaIoT: Network-based Detection of IoT Botnet Attacks Using Deep Autoencoders	May 9, 2018	Anomaly Detection	CodeCode Available	0
Sequence Aggregation Rules for Anomaly Detection in Computer Network Traffic	May 9, 2018	Anomaly DetectionUnsupervised Anomaly Detection	—Unverified	0
Incorporating Privileged Information to Unsupervised Anomaly Detection	May 6, 2018	Anomaly DetectionUnsupervised Anomaly Detection	—Unverified	0
Population Anomaly Detection through Deep Gaussianization	May 5, 2018	Anomaly Detection	—Unverified	0
Anomaly and Change Detection in Graph Streams through Constant-Curvature Manifold Embeddings	May 3, 2018	Anomaly DetectionChange Detection	—Unverified	0
Detection of Unknown Anomalies in Streaming Videos with Generative Energy-based Boltzmann Models	May 3, 2018	Anomaly DetectionClustering	—Unverified	0
EMO\&LY (EMOtion and AnomaLY) : A new corpus for anomaly detection in an audiovisual stream with emotional context.	May 1, 2018	Action DetectionAnomaly Detection	—Unverified	0
Dysarthric speech evaluation: automatic and perceptual approaches	May 1, 2018	Anomaly Detection	—Unverified	0

Show:10 25 50

← PrevPage 182 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