TABLE 5. Quantitative Evaluation Results of Different Modules Used in Our Proposed Model. RB: Residual Block, RRB: Residual Refinement Block, PCB: Pyramid Convolution Block, CAB: Channel Attention Block.
Method | Infection type | DSC | Sen. | Spec. |
---|---|---|---|---|
(1) ResNet-101+RB (Backbone) | Ground-Glass Opacities | 0.7034 ± 0.044 | 0.8011 ± 0.019 | 0.9714 ± 0.011 |
Interstitial Infiltrates | 0.6958 ± 0.026 | 0.7969 ± 0.020 | 0.9799 ± 0.009 | |
Consolidation | 0.7934 ± 0.020 | 0.8289 ± 0.025 | 0.9806 ± 0.012 | |
(2) ResNet-101+RRB | Ground-Glass Opacities | 0.7148 ± 0.041 | 0.8246 ± 0.021 | 0.9729 ± 0.007 |
Interstitial Infiltrates | 0.7198 ± 0.021 | 0.8101 ± 0.018 | 0.9832 ± 0.010 | |
Consolidation | 0.8066 ± 0.020 | 0.8536 ± 0.018 | 0.9833 ± 0.009 | |
(3) ResNet-101+RRB+CAB | Ground-Glass Opacities | 0.7278 ± 0.039 | 0.8402 ± 0.019 | 0.9781 ± 0.006 |
Interstitial Infiltrates | 0.7293 ± 0.026 | 0.8145 ± 0.0201 | 0.9862 ± 0.008 | |
Consolidation | 0.8605 ± 0.0151 | 0.8502 ± 0.019 | 0.9891 ± 0.005 | |
(4) ResNet-101+RRB+CAB+PCB | Ground-Glass Opacities | 0.7422 ± 0.038 | 0.8593 ± 0.018 | 0.9742 ± 0.005 |
Interstitial Infiltrates | 0.7384 ± 0.021 | 0.8268 ± 0.020 | 0.9869 ± 0.005 | |
Consolidation | 0.8769 ± 0.015 | 0.8645 ± 0.017 | 0.9889 ± 0.007 |