SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 4856 papers

TitleStatusHype
X2CT-CLIP: Enable Multi-Abnormality Detection in Computed Tomography from Chest Radiography via Tri-Modal Contrastive Learning—0
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly DetectionCode3
Memory Efficient Continual Learning for Edge-Based Visual Anomaly Detection—0
Anomaly detection in non-stationary videos using time-recursive differencing network based prediction—0
World Models for Anomaly Detection during Model-Based Reinforcement Learning Inference—0
Network Anomaly Detection for IoT Using Hyperdimensional Computing on NSL-KDD—0
RAAD-LLM: Adaptive Anomaly Detection Using LLMs and RAG Integration—0
Building Machine Learning Challenges for Anomaly Detection in Science—0
OIPR: Evaluation for Time-series Anomaly Detection Inspired by Operator InterestCode0
Meta Learning-Driven Iterative Refinement for Robust Anomaly Detection in Industrial Inspection—0
PA-CLIP: Enhancing Zero-Shot Anomaly Detection through Pseudo-Anomaly Awareness—0
Language-Assisted Feature Transformation for Anomaly DetectionCode0
Fence Theorem: Preprocessing is Dual-Objective Semantic Structure Isolator in 3D Anomaly Detection—0
Transformer Based Self-Context Aware Prediction for Few-Shot Anomaly Detection in Videos—0
CyberCScope: Mining Skewed Tensor Streams and Online Anomaly Detection in Cybersecurity Systems—0
G-OSR: A Comprehensive Benchmark for Graph Open-Set Recognition—0
UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly DetectionCode2
When Unsupervised Domain Adaptation meets One-class Anomaly Detection: Addressing the Two-fold Unsupervised Curse by Leveraging Anomaly Scarcity—0
FedDyMem: Efficient Federated Learning with Dynamic Memory and Memory-Reduce for Unsupervised Image Anomaly Detection—0
Detection of anomalies in cow activity using wavelet transform based features—0
Detecting Crypto Pump-and-Dump Schemes: A Thresholding-Based Approach to Handling Market Noise—0
One-for-More: Continual Diffusion Model for Anomaly DetectionCode2
Discovering Antagonists in Networks of Systems: Robot DeploymentCode0
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement—0
HDM: Hybrid Diffusion Model for Unified Image Anomaly Detection—0
Retrieval Augmented Anomaly Detection (RAAD): Nimble Model Adjustment Without Retraining—0
A Novel Spatiotemporal Correlation Anomaly Detection Method Based on Time-Frequency-Domain Feature Fusion and a Dynamic Graph Neural Network in Wireless Sensor Network—0
Identification and Characterization for Disruptions in the U.S. National Airspace System (NAS)—0
Improved YOLOv7x-Based Defect Detection Algorithm for Power Equipment—0
Can Multimodal LLMs Perform Time Series Anomaly Detection?Code1
A Radon-Nikodým Perspective on Anomaly Detection: Theory and Implications—0
From Vision to Sound: Advancing Audio Anomaly Detection with Vision-Based AlgorithmsCode0
A digital eye-fixation biomarker using a deep anomaly scheme to classify Parkisonian patterns—0
MAD-AD: Masked Diffusion for Unsupervised Brain Anomaly DetectionCode1
TrustChain: A Blockchain Framework for Auditing and Verifying Aggregators in Decentralized Federated Learning—0
An Expert Ensemble for Detecting Anomalous Scenes, Interactions, and Behaviors in Autonomous Driving—0
Machine Learning-Based Cloud Computing Compliance Process Automation—0
DiffFake: Exposing Deepfakes using Differential Anomaly Detection—0
rECGnition_v2.0: Self-Attentive Canonical Fusion of ECG and Patient Data using deep learning for effective Cardiac Diagnostics—0
Boosting Global-Local Feature Matching via Anomaly Synthesis for Multi-Class Point Cloud Anomaly DetectionCode2
Adaptive Sparsified Graph Learning Framework for Vessel Behavior Anomalies—0
CyberSentinel: An Emergent Threat Detection System for AI Security—0
dtaianomaly: A Python library for time series anomaly detectionCode2
Graph Anomaly Detection via Adaptive Test-time Representation Learning across Out-of-Distribution Domains—0
A Synergy Scoring Filter for Unsupervised Anomaly Detection with Noisy Data—0
Unlocking Multimodal Integration in EHRs: A Prompt Learning Framework for Language and Time Series Fusion—0
Flow-based generative models as iterative algorithms in probability space—0
Unsupervised Anomaly Detection through Mass Repulsing Optimal TransportCode0
Anomaly Detection in Smart Power Grids with Graph-Regularized MS-SVDD: a Multimodal Subspace Learning Approach—0
VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly DetectionCode2
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All datasetsMVTec ADVisAMVTec LOCO ADOne-class CIFAR-10CUHK AvenueShanghaiTechFishyscapes L&FUCR Anomaly ArchiveMPDDBTADOne-class CIFAR-100UBnormal

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CPR-faster(TensorRT)FPS1,016—Unverified
2CPR-fast(TensorRT)FPS362—Unverified
3CPR(TensorRT)FPS130—Unverified
4GLASSDetection AUROC99.9—Unverified
5UniNetDetection AUROC99.9—Unverified
6INP-Fomer ViT-L (model-unified multi-class)Detection AUROC99.8—Unverified
7DDADDetection AUROC99.8—Unverified
8EfficientAD (early stopping)Detection AUROC99.8—Unverified
9PBASDetection AUROC99.8—Unverified
10HETMMDetection AUROC99.8—Unverified
#ModelMetricClaimedVerifiedStatus
1UniNetDetection AUROC99.8—Unverified
2GLADDetection AUROC99.5—Unverified
3UniNet(model-unified multi-class)Detection AUROC99.15—Unverified
4DDADDetection AUROC98.9—Unverified
5Dinomaly ViT-L (model-unified multi-class)Detection AUROC98.9—Unverified
6INP-Former ViT-B (model-unified multi-class)Detection AUROC98.9—Unverified
7DiffusionADDetection AUROC98.8—Unverified
8GLASSDetection AUROC98.8—Unverified
9TransFusionDetection AUROC98.7—Unverified
10HETMMDetection AUROC98.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CSADAvg. Detection AUROC95.3—Unverified
2PSADAvg. Detection AUROC94.9—Unverified