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Multi Source Domain Adaptation

We provide benchmarks of different domain adaptation algorithms on Office-Home and DomainNet. Those domain adaptation algorithms includes:

Note

  • Origin means the accuracy reported by the original paper.

  • Avg is the accuracy reported by DALIB.

  • Source Only refers to the model trained with data from the source domain.

  • Oracle refers to the model trained with data from the target domain.

Office-Home accuracy on ResNet-50

Methods

Avg

:Ar

:Cl

:Pr

:Rw

Source Only

69.5

67.3

50.8

78.8

81.0

MDD

77.2

74.7

64.6

85.2

84.1

DomainNet accuracy on ResNet-50

Methods

Origin

Avg

:c

:i

:p

:q

:r

:s

Source Only

32.9

47.0

64.9

25.2

54.4

16.9

68.2

52.3

MDD

/

48.8

68.7

29.7

58.2

9.7

69.4

56.9

Oracle

63.0

69.1

78.2

40.7

71.6

69.7

83.8

70.6

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