Acta Optica Sinica, Volume. 44, Issue 6, 0628006(2024)
Multi-Scale Optical Remote Sensing Image Target Detection Based On Enhanced Small Target Features
Figures & Tables(14)
Fig. 4. Structures of Gsbottleneck module and VoV-GSCSP network. (a) Gsbottleneck; (b) VoV-GSCSP
Table 1. Ablation experimental results
View tableTable 1. Ablation experimental results
Method DOTA NWPU NHR-10 Param. /M FLOPs /G P /% R /% mAP0.5 /% P /% R /% mAP0.5 /% Baseline 78.3 71.2 74.9 93.9 84.7 89.8 37.2 105.4 +EACM 80.1 71.8 76.2 97.2 87.2 93.1 37.3 105.5 +RFE 79.7 71.8 75.7 95.7 87.3 92.4 38.5 105.4 +VoV-GSCSP 77.1 71.4 74.7 92.6 84.9 89.5 31.9 91.6 +CARAFE 78.7 71.3 75.1 93.6 87.4 90.7 37.3 105.5 +HEAD 79.3 70.8 75.6 92.6 85.3 91.0 28.5 124.2 +ALL 80.8 74.3 78.6 95.8 89.9 94.3 26.2 94.7
Table 2. Comparison of target detection results of different algorithms on DOTA dataset
View tableTable 2. Comparison of target detection results of different algorithms on DOTA dataset
Class Model FMSSD Faster-RCNN YOLOv5s Ref.［ 22 ］Ref.［ 23 ］YOLOv7 YOLOv8s ESF-MNet SV 69.2 48.6 66.9 71.0 66.9 74.7 74.7 78.1 LV 73.6 73.4 85.6 70.8 85.6 88.7 88.3 91.5 PL 89.1 82.8 92.0 88.3 92.0 94.0 94.2 95.5 ST 73.3 52.5 70.9 85.2 70.9 78.6 77.1 79.8 SH 76.9 77.6 87.5 76.5 87.5 89.7 89.9 92.3 HA 72.4 62.6 85.1 64.5 85.1 85.8 86.5 88.6 GTF 67.9 78.2 67.9 64.7 67.9 71.8 70.4 76.2 SBF 52.7 66.6 53.0 53.4 53.0 71.8 70.5 72.5 TC 90.7 62.7 94.1 89.4 94.1 95.3 95.1 96.2 SP 80.6 57.7 62.7 67.0 62.7 63.9 63.7 71.0 BF 81.5 86.4 78.4 79.5 78.4 77.1 78.8 82.8 RA 67.5 62.7 63.0 66.0 63.0 56.6 60.2 62.9 BC 82.7 69.4 64.6 83.5 64.6 70.7 71.3 76.2 BD 48.2 48.9 49.6 44.2 49.6 49.5 50.8 56.3 HC 60.2 42.8 59.7 57.1 59.7 55.4 53.6 59.8 mAP 72.4 64.9 72.1 70.8 72.1 74.9 75.0 78.6 SG mAP 73.8 65.0 78.3 72.7 78.3 80.5 80.1 83.6
Table 3. Comparison of target detection results of different algorithms on NWPU NHR-10 dataset
View tableTable 3. Comparison of target detection results of different algorithms on NWPU NHR-10 dataset
Class Model FMSSD Faster-RCNN YOLOv5s Ref.［ 21 ］Ref.［ 23 ］YOLOv7 YOLOv8s ESF-MNet PL 99.7 94.6 99.4 93.0 99.7 99.5 99.6 99.7 SH 89.9 82.3 94.9 84.5 91.0 95.1 95.0 95.9 ST 90.3 65.3 99.3 87.1 91.6 94.2 95.2 90.5 BF 98.2 95.5 98.4 92.8 90.8 98.5 98.8 99.0 TC 86.0 81.9 94.1 82.0 90.7 99.4 97.7 99.5 BC 96.8 89.7 76.8 89.0 98.7 86.8 87.0 86.9 GTF 99.6 92.4 95.8 78.0 96.5 99.5 99.4 99.6 HA 75.6 72.4 83.0 76.0 90.4 91.9 91.8 96.1 BD 80.1 57.5 60.8 81.0 90.9 61.1 73.4 78.4 VH 88.2 77.8 58.8 84.5 97.9 71.5 66.3 97.3 mAP 90.4 80.9 86.1 84.8 93.8 89.8 90.4 94.3 SG mAP 92.6 84.9 84.4 87.3 96.2 88.7 86.7 97.6
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Huilin Shan, Shuoyang Wang, Junyi Tong, Yuxiang Hu, Yanhao Zhang, Yinsheng Zhang. Multi-Scale Optical Remote Sensing Image Target Detection Based On Enhanced Small Target Features[J]. Acta Optica Sinica, 2024, 44(6): 0628006
Paper Information
Category: Remote Sensing and Sensors
Received: Oct. 20, 2023
Accepted: Dec. 15, 2023
Published Online: Mar. 15, 2024
The Author Email: Zhang Yinsheng (yorkzhang@nuist.edu.cn)
CSTR:32393.14.AOS231676
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