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Few-Shot Image Classification on Omniglot 5-Way

99.7AccuracyOur GNN
39.3855.0470.786.36Nov 10, 2017

Evaluation results

MethodLinks
Our GNNShots=5-shot2017.1199.7
ConvNet with MemoryShots=5-shot2017.1199.6
N. StatisticianShots=5-shot2017.1199.5
Prototypical NetworksShots=5-shot2017.1199.3
Our GNNShots=1-shot2017.1199.2
Matching NetworksShots=5-shot2017.1198.9
Meta NetworksShots=1-shot2017.1198.9
Siamese NetShots=5-shot2017.1198.4
ConvNet with MemoryShots=1-shot2017.1198.4
Matching NetworksShots=1-shot2017.1198.1
N. StatisticianShots=1-shot2017.1198.1
Prototypical NetworksShots=1-shot2017.1197.4
Siamese NetShots=1-shot2017.1197.3
PixelsShots=5-shot2017.1163.2
PixelsShots=1-shot2017.1141.7