模型

5-way 1-shot (%)

5-way 5-shot (%)

MAML

52.80 ± 1.30

66.62 ± 0.91

Meta-learn LSTM

47.8 ± 0.70

60.8 ± 0.54

MTL

61.20 ± 1.80

75.50 ± 0.80

DC

62.53 ± 0.20

82.88 ± 0.42

Matching nets

63.08 ± 0.80

75.99 ± 0.60

TriNet

59.13 ± 0.95

76.72 ± 0.79

CAN

63.58 ± 0.48

79.44 ± 0.42

PN

63.39 ± 0.34

80.53 ± 0.14

Ours

68.33 ± 0.53

81.75 ± 0.96