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Semi-supervised Anomaly Detection

Papers

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Showing 26–50 of 76 papers

TitleStatusHype
MAPL: Memory Augmentation and Pseudo-Labeling for Semi-Supervised Anomaly DetectionCode0
Machine learning-based identification of Gaia astrometric exoplanet orbitsCode0
Improving Interpretability of Scores in Anomaly Detection Based on Gaussian-Bernoulli Restricted Boltzmann Machine—0
Semi-Supervised Health Index Monitoring with Feature Generation and Fusion—0
Deep Semi-Supervised Anomaly Detection for Finding Fraud in the Futures Market—0
Label-based Graph Augmentation with Metapath for Graph Anomaly DetectionCode0
Semi-Supervised Anomaly Detection for the Determination of Vehicle Hijacking Tweets—0
Future Video Prediction from a Single Frame for Video Anomaly Detection—0
AnoOnly: Semi-Supervised Anomaly Detection with the Only Loss on AnomaliesCode0
AnoRand: A Semi Supervised Deep Learning Anomaly Detection Method by Random Labeling—0
Reconstruction Error-based Anomaly Detection with Few Outlying Examples—0
AGAD: Adversarial Generative Anomaly Detection—0
Zero-shot domain adaptation of anomalous samples for semi-supervised anomaly detection—0
Disruption Precursor Onset Time Study Based on Semi-supervised Anomaly Detection—0
Robust Semi-Supervised Anomaly Detection via Adversarially Learned Continuous Noise Corruption—0
Leveraging Contaminated Datasets to Learn Clean-Data Distribution with Purified Generative Adversarial NetworksCode0
SPADE: Semi-supervised Anomaly Detection under Distribution Mismatch—0
HFN: Heterogeneous Feature Network for Multivariate Time Series Anomaly Detection—0
Deep Anomaly Detection and Search via Reinforcement Learning—0
Semi-Supervised Anomaly Detection Based on Quadratic Multiform Separation—0
R2-AD2: Detecting Anomalies by Analysing the Raw GradientCode0
Unseen Anomaly Detection on Networks via Multi-Hypersphere LearningCode0
Semi-supervised anomaly detection algorithm based on KL divergence (SAD-KL)—0
LesionPaste: One-Shot Anomaly Detection for Medical Images—0
Anomaly Detection in File Fragment Classification of Image File Formats—0
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Benchmark Results

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