SOTAVerified

Semi-supervised Anomaly Detection

Papers

Showing 51–76 of 76 papers

TitleStatusHype
A Critical Study on the Recent Deep Learning Based Semi-Supervised Video Anomaly Detection Methods—0
From Unsupervised to Semi-supervised Anomaly Detection Methods for HRRP Targets—0
Elsa: Energy-based learning for semi-supervised anomaly detection—0
Self-Taught Semi-Supervised Anomaly Detection on Upper Limb X-raysCode0
Understanding Bias in Anomaly Detection: A Semi-Supervised View with PAC GuaranteesCode0
ESAD: End-to-end Deep Semi-supervised Anomaly Detection—0
Using Channel State Information for Physical Tamper Attack Detection in OFDM Systems: A Deep Learning Approach—0
Graph Fairing Convolutional Networks for Anomaly DetectionCode0
Anomaly Detection by Recombining Gated Unsupervised ExpertsCode0
Neural Batch Sampling with Reinforcement Learning for Semi-Supervised Anomaly Detection—0
Brain Tumor Anomaly Detection via Latent Regularized Adversarial Network—0
Anomaly Detection with Domain Adaptation—0
A Characteristic Function for Shapley-Value-Based Attribution of Anomaly ScoresCode0
Semi-supervised Anomaly Detection on Attributed GraphsCode0
Deep Weakly-supervised Anomaly DetectionCode0
A Neural Network-Based On-device Learning Anomaly Detector for Edge Devices—0
Deep Multi-Task Learning for Anomalous Driving Detection Using CAN Bus Scalar Sensor Data—0
Deep Semi-Supervised Anomaly DetectionCode0
Generative Neural Networks for Anomaly Detection in Crowded ScenesCode0
GANomaly: Semi-Supervised Anomaly Detection via Adversarial TrainingCode0
An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videosCode0
Unsupervised and Semi-supervised Anomaly Detection with LSTM Neural Networks—0
Abnormal Event Detection in Videos using Generative Adversarial Nets—0
Abnormal Event Detection in Videos using Spatiotemporal AutoencoderCode0
Learning Temporal Regularity in Video SequencesCode0
Toward Supervised Anomaly Detection—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