OPTIMIZERS

LR = 10−3

LR = 10−4

LR = 10−5

AdaGrad_60

88.21%

63.88%

48.96%

Adam_60

94.79%

93.50%

91.12%

Adamax_60

89.38%

93.50%

86.71%

Nadam_60

94.79%

93.50%

90.75%

RMSprop_60

94.63%

93.54%

90.25%

AdaGrad_70

88.50%

62.50%

50.25%

Adam_70

94.86%

94.18%

90.79%

Adamax_70

94.08%

92.89%

88.64%

Nadam_70

95.61%

95.11%

90.39%

RMSprop_70

95.18%

94.00%

91.68%

AdaGrad_80

88.25%

65.75%

49.59%

Adam_80

95.11%

94.34%

91.31%

Adamax_80

94.16%

93.09%

89.22%

Nadam_80

94.34%

94.81%

91.53%

RMSprop_80

94.84%

93.78%

90.25%