P-KDGAN

Reported on 3 benchmarks across 1 task · 1 paper · 2 SOTA

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· 2020-07-14
0.9293
best: 98.6 (GAN based Anomaly Detection in Imbalance Problems)
SOTA
P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection arXiv:2007.06963
Anomaly DetectiononMNIST
ROC AUC· uses extra data· 2020-07-14
97.25
best: 99.7 (GAN-based Anomaly Detection in Imbalance Problems)
SOTA
P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection arXiv:2007.06963
Anomaly DetectiononOne-class CIFAR-10
AUROC· 2020-07-14
73.05
best: 99.6 (CLIP (OE))
P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection arXiv:2007.06963