Optoelectronic Technology, Volume. 43, Issue 2, 142(2023)
Detection of Beach Small Object Based on Multi‑layer Feature Map Information Fusion
Figures & Tables(10)
Table 1. Experimental results of network model with different improvement strategies and their combinations
View tableView in ArticleTable 1. Experimental results of network model with different improvement strategies and their combinations
网络结构 查准率/(%) 查全率/(%) 平均精度均值/(%) 每秒传输帧数 YOLOv5 89.49 76.70 83.20 41.49 YOLOv5+Alpha‑CIOULoss 86.85 78.09 83.83 42.37 YOLOv5+BIFPN 88.38 76.76 82.70 40.00 YOLOv5+GCSAM 90.89 78.90 86.06 28.57 YOLOv5+BIFPN+Alpha‑CIOULoss 87.57 78.14 84.30 42.55 YOLOv5+GCSAM +Alpha‑CIOULoss 90.52 81.28 87.22 28.49 YOLOv5+GCSAM+BIFPN 91.02 78.98 86.12 28.24 YOLOv5+GCSAM+BIFPN+Alpha‑CIOULoss 91.49 82.03 87.56 28.09
Table 2. The results of different methods
View tableView in ArticleTable 2. The results of different methods
算法模型 查准率/
(%)
查全率/
(%)
平均精度
均值/(%)
每秒传输帧数 SSD 62.56 68.33 65.23 32.01 原始YOLOv5 89.49 76.70 83.20 41.49 YOLOv5+SElayer 87.28 71.91 80.02 32.78 YOLOv5+CBAM 89.18 75.59 82.34 34.84 文章方法 91.49 82.03 87.56 28.09
Table 3. The results of different methods on the Visdrone dataset
View tableView in ArticleTable 3. The results of different methods on the Visdrone dataset
算法模型 平均精度均值/(%) SSD 15.24 原始YOLOv5 31.17 YOLOv5+SElayer 30.70 YOLOv5+CBAM 33.12 文章方法 34.34
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Zhiyang XIAO, Jianpu LIN, Yongai ZHANG, Zhixian LIN. Detection of Beach Small Object Based on Multi‑layer Feature Map Information Fusion[J]. Optoelectronic Technology, 2023, 43(2): 142
Paper Information
Category: Research and Trial-manufacture
Received: Dec. 7, 2022
Accepted: --
Published Online: Aug. 31, 2023
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