方法

病理

1-shot

5-shot

10-shot

MAML [21]

56.45 ± 0.84

74.16 ± 0.62

75.71 ± 0.58

Proto Net [12]

60.03 ± 1.00

74.06 ± 0.57

79.30 ± 0.48

Relation Net [22]

63.70 ± 0.35

69.96 ± 0.57

70.65 ± 0.55

Versa [23]

63.04 ± 0.61

74.98 ± 0.66

75.55 ± 0.55

R2D2 [24]

61.71 ± 0.67

71.44 ± 0.54

74.35 ± 0.54

ANIL [25]

48.24 ± 0.87

64.29 ± 0.7

68.15 ± 0.74

MTL [26]

57.55 ± 0.93

66.43 ± 0.67

70.20 ± 0.54

Ours

78.50 ± 1.11

91.84 ± 0.57

94.93 ± 0.42