Detecting COVID-19 patients via MLES-Net deep learning models from X-Ray images

BMC Medical Imaging

Table 1 MLES-Net configuration

MLES-Net40		MLES-Net56		MLES-Net107
		Conv7-64, stride:2 3 × 3Maxpool, stride:2
Input-64 Conv3 × 3 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Output-64	× 3	Input-64 Conv1 × 1 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Conv1 × 1 BN3 MLES ReLU Output-256	× 3	Input-64 Conv1 × 1 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Conv1 × 1 BN3 MLES ReLU Output-256	× 3
		SE Module
Input-128 Conv3 × 3 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Output-128	× 4	Input-128 Conv1 × 1 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Conv1 × 1 BN3 MLES ReLU Output-512	× 4	Input-128 Conv1 × 1 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Conv1 × 1 BN3 MLES ReLU Output-512	× 4
		SE module
Input-256 Conv3 × 3 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Output-256	× 6	Input-256 Conv1 × 1 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Conv1 × 1 BN3 MLES ReLU Output-1024	× 6	Input-256 Conv1 × 1 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Conv1 × 1 BN3 MLES ReLU Output-1024	× 23
		SE module
Input-512 Conv3 × 3 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Output-512	× 3	Input-512 Conv1 × 1 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Conv1 × 1 BN3 MLES ReLU Output-2048	× 3	Input-512 Conv1 × 1 BN1 MLES ReLU Conv3 × 3 BN2 MLES ReLU Conv1 × 1 BN3 MLES ReLU Output-2048	× 3
		FC, GAP, GAPFC
		OUTPUT

ISSN: 1471-2342