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ResearchFormerly WizWand

Face Recognition on CelebA (test)

96.18Top-1 AccSupervised MAML
27.352845.221463.0980.9586Jul 30, 2019Sep 22, 2019Nov 15, 2019Jan 8, 2020Mar 2, 2020Apr 25, 2020Jun 18, 2020
Updated 8mo ago

Evaluation results

MethodLinks
Supervised MAMLK(tr)=152020.0696.18——
Supervised MAMLK(tr)=52020.0694.98——
Supervised ProtoNetsK(tr)=152020.0690.85——
Supervised ProtoNetsK(tr)=52020.0690.84——
Supervised MAMLK(tr)=12020.0685.46——
Supervised ProtoNetsK(tr)=12020.0684.17——
LASIUM-RO-GAN-MAMLK(tr)=152020.0678.13——
CACTUSK(tr)=152020.0674.18——
Transfer Learning (VGG-19)K(tr)=152020.0674.04——
UMTRAK(tr)=152020.0672.41——
LASIUM-RO-VAE-MAMLK(tr)=152020.0671.05——
Clear images2019.07718489
Training from scratchK(tr)=152020.0670.56——
LASIUM-RO-VAE-ProtoNetsK(tr)=152020.0668.51——
LASIUM-RO-GAN-MAMLK(tr)=52020.0666.98——
LASIUM-RO-GAN-ProtoNetsK(tr)=152020.0666.66——
UMSNloss=Ltotal2019.07647583
CACTUSK(tr)=52020.0662.71——
LASIUM-RO-VAE-ProtoNetsK(tr)=52020.0661.12——
LASIUM-RO-GAN-ProtoNetsK(tr)=52020.0660.83——
UMTRAK(tr)=52020.0660.44——
Transfer Learning (VGG-19)K(tr)=52020.0658.74——
LASIUM-RO-VAE-MAMLK(tr)=52020.0658.22——
Kupyn et al.venue=ICCV'192019.07587077
Training from scratchK(tr)=52020.0656.5——
Shen et al.venue=CVPR'182019.07546874
LASIUM-RO-GAN-ProtoNetsK(tr)=12020.0644.39——
Pan et al.venue=ECCV 20142019.07445764
LASIUM-RO-GAN-MAMLK(tr)=12020.0643.88——
LASIUM-RO-VAE-ProtoNetsK(tr)=12020.0643.22——
Xu et al.venue=CVPR'132019.07435764
Nah et al.venue=CVPR'172019.07425965
CACTUSK(tr)=12020.0641.42——
LASIUM-RO-VAE-MAMLK(tr)=12020.0641.25——
UMTRAK(tr)=12020.0639.3——
Training from scratchK(tr)=12020.0634.69——
Transfer Learning (VGG-19)K(tr)=12020.0633.28——
Blurred images2019.07314653
Zhong et al.venue=CVPR'132019.07304451