DASVDD

Reported on 3 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology3 results

Anomaly DetectiononFashion-MNIST
ROC AUC· 2021-06-09
92.6
best: 98.6 (GAN based Anomaly Detection in Imbalance Problems)
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection arXiv:2106.05410
Anomaly DetectiononOne-class CIFAR-10
AUROC· 2021-06-09
66.5
best: 99.6 (CLIP (OE))
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection arXiv:2106.05410
Anomaly DetectiononMNIST
ROC AUC· uses extra data· 2021-06-09
97.7
best: 99.7 (GAN-based Anomaly Detection in Imbalance Problems)
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection arXiv:2106.05410