Research Article

An Efficient Deep Learning Approach to Pneumonia Classification in Healthcare

Table 2

The output of the proposed network architecture.

Layer (type)Output shapeTurtles

conv2d_9 (conv2D)(None, 198, 198, 32)896
max_Pooling2d_9 (MaxPooling2)(None, 99, 99, 32)0
conv2d_10 (conv2D)(None, 97, 97, 64)18496
max_Pooling2d_10 (MaxPooling2)(None, 48, 48, 64)0
conv2d_11 (conv2D)(None, 46, 46, 128)73856
max_Pooling2d_11 (MaxPooling2)(None, 23, 23, 128)0
conv2d_12 (conv2D)(None, 21, 21, 128)147584
max_Pooling2d_12 (MaxPooling2)(None, 10, 10, 128)0
flatten_3 (Flatten)(None, 12800)0
dropout_3 (Dropout)(None, 12800)0
dense_5 (Dense)(None, 512)6554112
dense_6 (Dense)(None, 1)513