Table 4 Evaluation results based on CapsNet, CapsNet/IGMM, and CapsNet/UIGMM.

From: Advanced music classification using a combination of capsule neural network by upgraded ideal gas molecular movement algorithm

Dataset

Method

Precision (%)

Accuracy (%)

Specificity (%)

Sensitivity (%)

Fl Score (%)

AUC (%)

ISMIR

CapsNet

93.248

94.681

87.597

93.667

85.108

83.454

CapsNet/IGMM

87.061

90.263

82.132

91.972

74.740

82.585

CapsNet/UIGMM

97.934

93.820

96.256

96.235

88.332

87.290

GTZAN

CapsNet

94.830

95.637

88.847

95.284

86.159

85.051

CapsNet/IGMM

88.651

92.059

83.526

93.052

75.594

83.416

CapsNet/UIGMM

99.569

95.145

97.698

97.954

89.780

88.568

E-Ballroom

CapsNet

94.020

94.348

87.931

94.217

85.179

83.484

CapsNet/IGMM

88.336

91.828

83.342

92.120

74.364

81.889

CapsNet/UIGMM

98.195

94.323

97.476

96.143

88.761

87.344