ML Research Wiki / Benchmarks / Anomaly Detection / Hyper-Kvasir Dataset

Hyper-Kvasir Dataset

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 5 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 0.97 2021-03-05 📦 tianyu0207/CCD
2 IGD Deep One-Class Classification via Interpolated Gaussian Descriptor 0.94 2021-01-25 📦 tianyu0207/IGD 📦 m-3lab/awesome-visual-sensory-anomaly-detection
3 PANDA PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation 0.94 2020-10-12 📦 talreiss/PANDA
4 PaDiM PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization 0.92 2020-11-17 📦 openvinotoolkit/anomalib 📦 xiahaifeng1995/PaDiM-Anomaly-Detection-Localization-master 📦 open-edge-platform/geti
5 OCGAN OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations 0.81 2019-03-20 -

All Papers (5)