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. 2024 Mar 11;37(4):1625–1641. doi: 10.1007/s10278-024-01005-0

Table 11.

The performance of DenseNet201 with incorporated channel attention on different dense blocks for classification

CNN Models Batch Size Precision Recall F1-score
DenseNet201 16 89% 87% 88%
DenseNet201 32 87% 84% 85%
DenseNet201 64 82% 83% 82%
DenseNet201+ CA + SA 92 88% 90% 67%
DenseNet201+ CA on 4th Block 16 91% 88% 89%
DenseNet201+ CA on 3rd Block 16 91% 88% 89%
DenseNet201+ attention on 3rd Block and 4th block 16 94% 93% 93%
Proposed model without image enhancement 16 95% 96% 95%
Proposed model with CLAHE-enhanced image 16 97% 96% 96%