ML Research Wiki / Benchmarks / Anomaly Detection / LAG

LAG

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 4 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 CCD Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images 0.87 2021-03-05 📦 tianyu0207/CCD
2 IGD Deep One-Class Classification via Interpolated Gaussian Descriptor 0.80 2021-01-25 📦 tianyu0207/IGD 📦 m-3lab/awesome-visual-sensory-anomaly-detection
3 PANDA PANDA: Predicting the change in proteins binding affinity upon mutations using sequence information 0.79 2020-09-16 📦 wajidarshad/panda
4 PaDiM PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization 0.69 2020-11-17 📦 openvinotoolkit/anomalib 📦 xiahaifeng1995/PaDiM-Anomaly-Detection-Localization-master 📦 open-edge-platform/geti

All Papers (4)

tianyu0207/CCD
tianyu0207/IGD m-3lab/awesome-visual-sensory-anomaly-detection
wajidarshad/panda
openvinotoolkit/anomalib xiahaifeng1995/PaDiM-Anomaly-Detection-Localization-master