Table 9 Comparison of existing and proposed models for chest x-ray image (pneumonia) dataset.

From: Medical application driven content based medical image retrieval system for enhanced analysis of X-ray images

Models

Accuracy (%)

Precision (%)

Recall (%)

F1-score (%)

MAE (%)

MSE (%)

RMSE (%)

Bi-lstm

88.34

85.5

83.45

93.45

0.3431

0.4531

0.564

RNN

94.35

93.45

96.34

94.45

0.4562

0.2344

0.3241

GRU

84.67

83.45

89.45

89.45

0.1234

0.1245

0.4235

dense Net 129

95.34

96.67

92.39

92.34

0.2341

0.5532

0.2456

mobile net

97.35

95.45

94.5

88.34

0.5643

0.0231

1.3245

Proposed model

98.60

98.49

97.40

98.50

0.9153

0.9035

1.1223

Back to article page