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 1501–1525 of 4856 papers

Title	Date	Tasks	Status	Hype
Image-based Deep Learning for Smart Digital Twins: a Review	Jan 4, 2024	Anomaly DetectionData Augmentation	—Unverified	0
Distillation-based fabric anomaly detection	Jan 4, 2024	Anomaly DetectionDefect Detection	CodeCode Available	0
Locally Differentially Private Embedding Models in Distributed Fraud Prevention Systems	Jan 3, 2024	Anomaly DetectionPrivacy Preserving	—Unverified	0
AUPIMO: Redefining Visual Anomaly Detection Benchmarks with High Speed and Low Tolerance	Jan 3, 2024	Anomaly Detection	CodeCode Available	1
SCALA: Sparsification-based Contrastive Learning for Anomaly Detection on Attributed Networks	Jan 3, 2024	Anomaly DetectionContrastive Learning	—Unverified	0
Regression Based Anomaly Detection in Electric Vehicle State of Charge Fluctuations Through Analysis of EVCI Data	Jan 3, 2024	Anomaly Detection	—Unverified	0
Exploring Hyperspectral Anomaly Detection with Human Vision: A Small Target Aware Detector	Jan 2, 2024	Anomaly DetectionKnowledge Distillation	CodeCode Available	0
Unsupervised Continual Anomaly Detection with Contrastively-learned Prompt	Jan 2, 2024	Anomaly DetectionAnomaly Segmentation	CodeCode Available	2
Hyperbolic Anomaly Detection	Jan 1, 2024	Anomaly DetectionBenchmarking	—Unverified	0
Error Detection in Egocentric Procedural Task Videos	Jan 1, 2024	Action SegmentationActive Object Detection	—Unverified	0
Uncovering What Why and How: A Comprehensive Benchmark for Causation Understanding of Video Anomaly	Jan 1, 2024	Anomaly Detection	CodeCode Available	2
Prompt-Enhanced Multiple Instance Learning for Weakly Supervised Video Anomaly Detection	Jan 1, 2024	Anomaly DetectionMultiple Instance Learning	CodeCode Available	0
Pre-training Vision Models with Mandelbulb Variations	Jan 1, 2024	Anomaly Detection	CodeCode Available	0
Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning	Jan 1, 2024	Anomaly DetectionContrastive Learning	—Unverified	0
Towards Surveillance Video-and-Language Understanding: New Dataset Baselines and Challenges	Jan 1, 2024	Anomaly Detection	—Unverified	0
A Maritime Industry Experience for Vessel Operational Anomaly Detection: Utilizing Deep Learning Augmented with Lightweight Interpretable Models	Dec 30, 2023	Anomaly DetectionInterpretable Machine Learning	—Unverified	0
Sensor Data Simulation for Anomaly Detection of the Elderly Living Alone	Dec 28, 2023	Anomaly Detection	CodeCode Available	0
METER: A Dynamic Concept Adaptation Framework for Online Anomaly Detection	Dec 28, 2023	Anomaly DetectionDecision Making	—Unverified	0
Unsupversied feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	Dec 28, 2023	Anomaly DetectionFeature Correlation	CodeCode Available	0
Temporal Knowledge Distillation for Time-Sensitive Financial Services Applications	Dec 28, 2023	Anomaly DetectionFraud Detection	—Unverified	0
Anticipated Network Surveillance -- An extrapolated study to predict cyber-attacks using Machine Learning and Data Analytics	Dec 27, 2023	Anomaly Detection	—Unverified	0
Soft Contrastive Learning for Time Series	Dec 27, 2023	Anomaly DetectionContrastive Learning	CodeCode Available	1
ReSynthDetect: A Fundus Anomaly Detection Network with Reconstruction and Synthetic Features	Dec 27, 2023	Anomaly DetectionImage Reconstruction	—Unverified	0
Abnormal component analysis	Dec 26, 2023	Anomaly Detection	—Unverified	0
Generating and Reweighting Dense Contrastive Patterns for Unsupervised Anomaly Detection	Dec 26, 2023	Anomaly DetectionUnsupervised 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