SOTAVerified

Semi-supervised Anomaly Detection

Papers

Showing 2130 of 76 papers

TitleStatusHype
Deep Semi-Supervised Anomaly DetectionCode0
Leveraging Contaminated Datasets to Learn Clean-Data Distribution with Purified Generative Adversarial NetworksCode0
Deep Positive-Unlabeled Anomaly Detection for Contaminated Unlabeled DataCode0
An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videosCode0
AnoOnly: Semi-Supervised Anomaly Detection with the Only Loss on AnomaliesCode0
Learning Temporal Regularity in Video SequencesCode0
Machine learning-based identification of Gaia astrometric exoplanet orbitsCode0
Graph Fairing Convolutional Networks for Anomaly DetectionCode0
Generative Neural Networks for Anomaly Detection in Crowded ScenesCode0
PATH: A Discrete-sequence Dataset for Evaluating Online Unsupervised Anomaly Detection Approaches for Multivariate Time SeriesCode0
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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