SOTAVerified

Semi-supervised Anomaly Detection

Papers

Showing 125 of 76 papers

TitleStatusHype
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level LatenciesCode2
Change-point detection in wind turbine SCADA data for robust condition monitoring with normal behaviour modelsCode1
Iterative weak/self-supervised classification framework for abnormal events detectionCode1
Spatial-aware Attention Generative Adversarial Network for Semi-supervised Anomaly Detection in Medical ImageCode1
NNG-Mix: Improving Semi-supervised Anomaly Detection with Pseudo-anomaly GenerationCode1
ImbSAM: A Closer Look at Sharpness-Aware Minimization in Class-Imbalanced RecognitionCode1
RoSAS: Deep Semi-Supervised Anomaly Detection with Contamination-Resilient Continuous SupervisionCode1
Real-world Anomaly Detection in Surveillance VideosCode1
SAD: Semi-Supervised Anomaly Detection on Dynamic GraphsCode1
A^3: Activation Anomaly AnalysisCode1
Semi-supervised Anomaly Detection using AutoEncodersCode1
On Diffusion Modeling for Anomaly DetectionCode1
Brain Tumor Anomaly Detection via Latent Regularized Adversarial Network0
BadSAD: Clean-Label Backdoor Attacks against Deep Semi-Supervised Anomaly Detection0
A Critical Study on the Recent Deep Learning Based Semi-Supervised Video Anomaly Detection Methods0
Automated Processing of eXplainable Artificial Intelligence Outputs in Deep Learning Models for Fault Diagnostics of Large Infrastructures0
Enhanced semi-supervised stamping process monitoring with physically-informed feature extraction0
ESAD: End-to-end Deep Semi-supervised Anomaly Detection0
From Unsupervised to Semi-supervised Anomaly Detection Methods for HRRP Targets0
Deep Semi-Supervised Anomaly Detection for Finding Fraud in the Futures Market0
AnoRand: A Semi Supervised Deep Learning Anomaly Detection Method by Random Labeling0
AGAD: Adversarial Generative Anomaly Detection0
A Neural Network-Based On-device Learning Anomaly Detector for Edge Devices0
Directional anomaly detection0
Deep Multi-Task Learning for Anomalous Driving Detection Using CAN Bus Scalar Sensor Data0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SS-Model + WS-Model + Sultani et al.AUC0.85Unverified
2SS-ModelAUC0.82Unverified
3LSTM-AEAUC0.54Unverified
4s2-VAEAUC0.54Unverified