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Models/PANDA

PANDA

Reported on 12 benchmarks across 6 tasks · 3 papers · 9 SOTA

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

Methodology8 results

Anomaly DetectiononHyper-Kvasir Dataset
AUC· 2020-10-12
0.937
best: 0.972 (CCD)
SOTA
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation arXiv:2010.05903
Anomaly DetectiononFashion-MNIST
ROC AUC· 2020-10-12
95.6
best: 98.6 (GAN based Anomaly Detection in Imbalance Problems)
SOTA
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation arXiv:2010.05903
Anomaly DetectiononCats-and-Dogs
ROC AUC· 2020-10-12
97.3
SOTA
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation arXiv:2010.05903
Anomaly DetectiononLAG
AUC· 2020-09-16
0.789
best: 0.874 (CCD)
SOTA
PANDA: Predicting the change in proteins binding affinity upon mutations using sequence information arXiv:2009.08869
3DonLFWA
Error Rate· 2013-11-21
18.97
best: 12.49 (Label2Label)
SOTA
PANDA: Pose Aligned Networks for Deep Attribute Modeling arXiv:1311.5591
Anomaly DetectiononOne-class CIFAR-100
AUROC· uses extra data· 2020-10-12
94.1
best: 98.4 (GeneralAD)
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation arXiv:2010.05903
Anomaly DetectiononOne-class CIFAR-10
AUROC· 2020-10-12
96.2
best: 99.6 (CLIP (OE))
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation arXiv:2010.05903
Anomaly DetectiononDIOR
ROC AUC· 2020-10-12
94.3
best: 95.9 (PANDA-OE)
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation arXiv:2010.05903

Computer Vision2 results

Face ReconstructiononLFWA
Error Rate· 2013-11-21
18.97
best: 12.49 (Label2Label)
SOTA
PANDA: Pose Aligned Networks for Deep Attribute Modeling arXiv:1311.5591
3D Face ReconstructiononLFWA
Error Rate· 2013-11-21
18.97
best: 12.49 (Label2Label)
SOTA
PANDA: Pose Aligned Networks for Deep Attribute Modeling arXiv:1311.5591

Music1 result

Facial Recognition and ModellingonLFWA
Error Rate· 2013-11-21
18.97
best: 12.49 (Label2Label)
SOTA
PANDA: Pose Aligned Networks for Deep Attribute Modeling arXiv:1311.5591

Medical1 result

3D Face ModellingonLFWA
Error Rate· 2013-11-21
18.97
best: 12.49 (Label2Label)
SOTA
PANDA: Pose Aligned Networks for Deep Attribute Modeling arXiv:1311.5591