Table 3 Cross-dataset generalization performance under distribution shift

From: Interpretable multimodal zero shot ECG diagnosis via structured clinical knowledge alignment

Source Domain

Zero-shot

Interpretable

PTBXL-Super

CSN

CPSC2018

Target Domain

  

CSN

CPSC2018

PTBXL-Super

CPSC2018

PTBXL-Super

CPSC2018CSN

SimCLR29

×

×

69.62

73.05

56.65

66.36

59.74

62.11

BYOL30

×

×

70.27

74.01

57.32

67.56

60.39

63.24

BarlowTwins31

×

×

68.98

72.85

55.97

65.89

58.76

61.35

MoCo-v332

×

×

69.41

73.29

56.54

66.12

59.82

62.07

SimSiam33

×

×

70.06

73.92

57.21

67.48

60.23

63.09

TS-TCC34

×

×

71.32

75.16

58.47

68.34

61.55

64.48

CLOCS35

×

×

68.79

72.64

55.86

65.73

58.69

61.27

ASTCL36

×

×

69.23

73.18

56.61

66.27

59.74

62.12

CRT37

×

×

70.15

74.08

57.39

67.62

60.48

63.33

ST-MEM38

×

×

76.12

84.50

62.27

75.19

73.05

64.66

MERL21

✓

×

88.21

78.01

76.77

76.56

74.15

82.86

D-BETA10

✓

×

72.09

79.11

77.12

82.91

76.24

80.10

ZETA (Ours)

✓

✓

79.10

80.64

75.13

83.98

73.99

72.30

  1. ZETA’s interpretable zero-shot approach is compared against various SSL and other ZSL methods.
Back to article page