ML Research Wiki / Benchmarks / Anomaly Detection / voraus-AD

voraus-AD

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 3 results | 📏 Metric: Avg. Detection AUROC

Top Performing Models

Rank Model Paper Avg. Detection AUROC Date Code
1 MVT-Flow The voraus-AD Dataset for Anomaly Detection in Robot Applications 93.60 2023-11-08 📦 vorausrobotik/voraus-ad-dataset
2 LSTM-VAE A Multimodal Anomaly Detector for Robot-Assisted Feeding Using an LSTM-based Variational Autoencoder 86.70 2017-11-02 📦 chickenbestlover/RNN-Time-series-Anomaly-Detection 📦 danyleb/variational-lstm-autoencoder 📦 timyadnyda/variational-lstm-autoencoder 📦 freedombenLiu/RNN-Time-series-Anomaly-Detection 📦 freedombenLiu/https-github.com-chickenbestlover-RNN-Time-series-Anomaly-Detection
3 GANF Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series 79.90 2022-02-16 📦 signals-dev/Orion 📦 D3-AI/Orion 📦 sintel-dev/orion 📦 enyandai/ganf

All Papers (3)

vorausrobotik/voraus-ad-dataset
chickenbestlover/RNN-Time-series-Anomaly-Detection danyleb/variational-lstm-autoencoder
signals-dev/Orion D3-AI/Orion