Acta Photonica Sinica, Volume. 52, Issue 4, 0410002(2023)
Improved Faster-RCNN Based on Multi Feature Scale Fusion for Automatic Detection of Microaneurysms in Retina
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Table 1. Performance evaluation of different improved Faster-RCNN models on the test set
View tableView in ArticleTable 1. Performance evaluation of different improved Faster-RCNN models on the test set
Network structure Multi feature scale fusion Leveling and pooling of RoI Balanced L1 loss function F-score/% Faster-RCNN × × × 83.21 Faster-RCNN-I √ × × 90.03 Faster-RCNN-II × √ × 87.89 Faster-RCNN-III × × √ 85.94 Faster-RCNN-Pro √ √ √ 92.57
Table 2. Comparison for detection performance of different algorithms
View tableView in ArticleTable 2. Comparison for detection performance of different algorithms
Algorithm R/% P/% F-score/% Ref.［ 8 ］88.30 81.12 84.57 Ref.［ 12 ］87.56 82.15 84.77 Ref.［ 13 ］84.18 88.79 86.42 Ref.［ 14 ］83.91 86.75 85.31 Ref.［ 15 ］85.12 87.41 86.25 Ref.［ 16 ］87.05 90.91 88.94 Faster-RCNN-Pro 90.89 94.32 92.57
Table 3. Comparison of detection performance with YOLOv5
View tableView in ArticleTable 3. Comparison of detection performance with YOLOv5
Algorithm R/% P/% F-score/% YOLOv5 88.75 90.03 89.39 Faster-RCNN-Pro 90.89 94.32 92.57
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Weiwei GAO, Yile YANG, Yu FANG, Bo FAN, Nan SONG. Improved Faster-RCNN Based on Multi Feature Scale Fusion for Automatic Detection of Microaneurysms in Retina[J]. Acta Photonica Sinica, 2023, 52(4): 0410002
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Received: Aug. 11, 2022
Accepted: Nov. 21, 2022
Published Online: Jun. 21, 2023
The Author Email: Weiwei GAO (gww03020234@sina.com)
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