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Table 1 Ablation study of the proposed method

From: A dynamic few-shot learning framework for medical image stream mining based on self-training

Dataset

Method

Left kidney

Right kidney

Spleen

Liver

Mean

Abdomen-MRI

Self-training

71.33

76.52

66.02

71.63

71.38

+PDS

72.02

76.78

66.54

72.25

71.90

+ARM

72.98

76.53

68.15

72.46

72.53

+PDS and ARM

74.57

78.74

68.01

73.84

73.79

Abdomen-CT

Self-training

59.68

51.24

58.23

70.23

59.85

+PDS

61.22

51.96

60.37

71.88

61.36

+ARM

61.68

55.49

60.13

70.94

62.06

+PDS and ARM

64.59

55.57

61.11

74.56

63.95

  1. PDS and ARM represent the proxy-based distance score and augmentation-and-recombination module, respectively