5-way 5-shot Classification on Omniglot (test) benchmark leaderboard · SOTA2 Research

5-way 5-shot Classification on Omniglot (test)

99.93AccuracyMeta-SGD

Evaluation Results

Method	Links
Meta-SGD2019.02		99.93
MAML++2019.02		99.93
MAML2019.09		99.9
MAML2019.02		99.9
MC22019.02		99.89
MC22019.02		99.79
SNAIL2019.02		99.78
iMAML2019.09		99.74
GNN2019.02		99.7
iMAML2019.09		99.67
Oracle-ProtoNets2018.10		99.58
Supervised ProtoNets2020.06		99.58
MC12019.02		99.57
Reptile2019.09		99.48
first-order MAML2019.09		99.2
Oracle-MAML2018.10		98.83
Supervised MAML2020.06		98.83
LASIUM-RO-GAN-MAML2020.06		95.29
UMTRA-MAML2020.06		94.58
LASIUM-N-VAE-MAML2020.06		94.42
LASIUM-RO-GAN-ProtoNets2020.06		91.1
Transfer Learning (VGG-19)2020.06		89.57
ACAI CACTUS-MAML2018.10		87.78
CACTUS-MAML2020.06		87.78
LASIUM-OC-VAE-ProtoNets2020.06		85.05
ACAI CACTUS-ProtoNets2018.10		83.58
CACTUS-ProtoNets2020.06		83.58
ACAI linear classifier2018.10		81.82
Linear Classifier2020.06		81.82
ACAI knn-nearest neighbors2018.10		81.16
K-nearest neighbors2020.06		81.16
BiGAN CACTUS-MAML2018.10		78.66
CACTUS-MAML2020.06		78.66
ACAI MLP with dropout2018.10		77.2
MLP with dropout2020.06		77.2
Training from scratch2018.10		74.78
BiGAN CACTUS-ProtoNets2018.10		71.69
CACTUS-ProtoNets2020.06		71.69
Training from scratch2020.06		71.44
ACAI cluster matching2018.10		71.09
Cluster matching2020.06		71.09
BiGAN linear classifier2018.10		68.72
Linear Classifier2020.06		68.72
BiGAN knn-nearest neighbors2018.10		68.06
K-nearest neighbors2020.06		68.06
BiGAN MLP with dropout2018.10		62.56
MLP with dropout2020.06		62.56
BiGAN cluster matching2018.10		58.62
Cluster matching2020.06		58.62