Optics and Precision Engineering, Volume. 31, Issue 21, 3203(2023)
Multi-scale semantic OD/OC segmentation method based on attention perception
Figures & Tables(13)
Fig. 5. Comparison of OD extraction results on RIM-ONE v. 3 dataset
Fig. 6. Comparison of OC extraction results on RIM-ONE v. 3 dataset
Table 1. Comparison of OD extraction results on DRIONS-DB database
View tableView in ArticleTable 1. Comparison of OD extraction results on DRIONS-DB database
Method Dice MIoU PC MSE ACC M-Net［ 6 ］76.5 64.1 64.9 1.40 97.3 U-Net［ 10 ］81.4 68.9 86.3 1.76 94.8 DRIU［ 16 ］90.9 86.9 94.5 0.55 98.4 AttU-Net［ 17 ］87.9 82.1 78.1 0.64 98.1 R2U-Net［ 18 ］82.1 70.0 74.5 3.17 94.1 Hyne［ 19 ］93.7 - - - - SAM［ 20 ］87.9 90.7 87.3 0.61 99.4 MedSAM［ 21 ］92.4 93.8 92.7 0.32 99.5 轻量级U-Net 94.3 88.1 90.0 0.33 99.6 CSP-Net 96.9 92.6 97.0 0.14 99.8
Table 2. Comparison of the results of OD extraction on RIM-ONE v. 3 database
View tableView in ArticleTable 2. Comparison of the results of OD extraction on RIM-ONE v. 3 database
Method Dice MIoU PC MSE ACC M-Net［ 6 ］79.35 67.0 66.9 2.19 97.1 DRIU［ 16 ］93.4 90.2 91.5 0.70 97.4 AttU-Net［ 17 ］93.4 87.7 93.3 0.46 97.9 MEAL［ 22 ］91.2 - - - - U-Net［ 10 ］87.6 82.5 90.8 4.90 91.7 R2U-Net［ 18 ］90.3 82.8 85.3 4.35 95.2 SAM［ 20 ］92.4 83.4 90.3 0.42 99.5 MedSAM［ 21 ］93.0 85.2 94.1 0.35 99.4 轻量级U-Net 93.1 86.1 94.2 0.42 99.5 CSP-Net 96.3 91.7 95.7 0.23 99.7
Table 3. Comparison of OC extraction results in DRISHTI-GS database
View tableView in ArticleTable 3. Comparison of OC extraction results in DRISHTI-GS database
Method Dice MIoU PC MSE ACC M-Net［ 6 ］81.9 71.2 89.3 0.49 98.6 SAM［ 20 ］84.1 62.8 86.6 5.58 87.4 MedSAM［ 21 ］86.2 73.7 88.4 1.58 97.8 MEAL［ 22 ］87.0 - - - - pOSLA［ 23 ］77.9 63.7 65.8 0.38 97.4 FCN-8［ 24 ］81.3 69.3 73.2 1.49 83.4 FCN-16［ 24 ］84.1 73.7 75.8 1.12 94.7 FCN-32［ 24 ］85.9 75.6 77.6 0.86 95.4 SegNet［ 25 ］80.5 68.1 72.9 1.54 93.7 ESS-Net［ 26 ］90.9 - - - 99.7 SLSR-Net［ 28 ］89.5 - - - 99.7 NAS-U2-NET［ 29 ］89.6 - - - - 轻量级U-Net 88.1 79.6 92.1 5.32 94.6 CSP-Net 92.1 85.4 90.3 3.05 96.9
Table 4. Comparison of OC extraction results on RIM-ONE v. 3 database
View tableView in ArticleTable 4. Comparison of OC extraction results on RIM-ONE v. 3 database
Method Dice MIoU PC MSE ACC M-Net［ 6 ］70.7 57.5 61.1 0.66 98.6 pOSLA［ 23 ］77.4 63.2 70.7 0.23 98.1 MEAL［ 22 ］82.1 - - - - SegNet［ 25 ］76.2 62.4 82.9 3.72 90.9 FCN-8［ 24 ］84.3 73.6 88.4 2.43 93.9 FCN-16［ 24 ］84.5 74.0 85.9 2.35 93.9 FCN-32［ 24 ］80.6 68.7 82.6 5.85 92.3 ESS-Net［ 26 ］85.63 - - - 99.6 Edge TPU［ 27 ］84.0 - - - - SLSR-Net［ 28 ］85.8 - - - 99.5 轻量级U-Net 81.5 68.3 82.8 2.46 97.3 CSP-Net 86.0 74.4 86.6 2.20 97.5
Table 5. Comparison of ablation experiment results for OD extraction task
View tableView in ArticleTable 5. Comparison of ablation experiment results for OD extraction task
模 块 DRIONS-DB RIM-ONE v.3 MIoU Dice MSE MIoU Dice MSE 轻量级U-net 88.1 94.3 0.33 86.1 93.1 0.42 t+Attn 91.2 95.4 0.16 90.5 95.7 0.26 t+PPM 89.5 95.1 0.21 90.8 95.8 0.28 CSP-Net 92.6 96.6 0.14 91.7 96.3 0.23
Table 6. Comparison of the ablation experiment results for OC extraction task
View tableView in ArticleTable 6. Comparison of the ablation experiment results for OC extraction task
模 块 DRISHTI-GS RIM-ONE v.3 MIoU Dice MSE MIoU Dice MSE 轻量级U-net 77.5 85.2 6.32 68.3 81.5 2.46 t+Attn 80.1 88.3 4.31 70.6 83.9 3.22 t+PPM 82.1 89.1 3.80 70.0 83.6 3.16 CSP-Net 85.4 92.1 3.05 74.4 86.0 2.20
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Yan YANG, Yadi CAO, Wenbo HUANG. Multi-scale semantic OD/OC segmentation method based on attention perception[J]. Optics and Precision Engineering, 2023, 31(21): 3203
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Received: May. 22, 2023
Accepted: --
Published Online: Jan. 5, 2024
The Author Email: YANG Yan (yanyang2016@hotmail.com)
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