SOTAVerified

Semi-supervised Anomaly Detection

Papers

Showing 1120 of 76 papers

TitleStatusHype
SAD: Semi-Supervised Anomaly Detection on Dynamic GraphsCode1
Iterative weak/self-supervised classification framework for abnormal events detectionCode1
Leveraging Contaminated Datasets to Learn Clean-Data Distribution with Purified Generative Adversarial NetworksCode0
Anomaly Detection by Recombining Gated Unsupervised ExpertsCode0
Machine learning-based identification of Gaia astrometric exoplanet orbitsCode0
An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videosCode0
Learning Temporal Regularity in Video SequencesCode0
MAPL: Memory Augmentation and Pseudo-Labeling for Semi-Supervised Anomaly DetectionCode0
Abnormal Event Detection in Videos using Spatiotemporal AutoencoderCode0
AnoOnly: Semi-Supervised Anomaly Detection with the Only Loss on AnomaliesCode0
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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