方法

血液

1-shot

5-shot

10-shot

MAML [21]

54.37 ± 0.89

56.54 ± 0.75

57.69 ± 0.66

Proto Net [12]

57.4 ± 1.16

71.62 ± 0.95

73.23 ± 0.55

Relation Net [22]

56.62 ± 0.99

61.14 ± 0.48

66.79 ± 0.66

Versa [23]

59.63 ± 0.79

62.79 ± 0.53

64.63 ± 0.49

R2D2 [24]

55.93 ± 0.79

68.06 ± 0.60

82.66 ± 0.47

ANIL [25]

61.28 ± 0.81

72.62 ± 0.61

74.36 ± 0.64

MTL [26]

59.07 ± 1.04

69.36 ± 0.65

70.55 ± 0.55

Ours

68.06 ± 1.20

91.55 ± 0.61

94.54 ± 0.44