Laser & Optoelectronics Progress, Volume. 62, Issue 4, 0428004(2025)
Global-Local Collaborative Enhancement-Based Remote Sensing Target Detection
Figures & Tables(8)
Fig. 5. Comparison images of detection results. (a) CenterMap, G.V.,R3Det, DAL; (b) GWD, ReDet; (c) S2Anet, AOPG, O-RCNN, LSKNet-S; (d) LSK-MNet
Table 1. Quantitative comparison of ablation experiments in this paper on the HRSC2016 dataset
View tableTable 1. Quantitative comparison of ablation experiments in this paper on the HRSC2016 dataset
Model mAP50 /% mAP75 /% Prams /106 FLOPs /109 FPR /% FNR /% LSKNet-S 90.65 87.70 31.0 161 12.30 18.72 LSKNet-S+MSFF 92.16 88.20 33.6 167 LSKNet-S+upsampling 91.32 87.81 31.8 163 LSKNet-S+MSFF+upsampling 94.08 92.60 35.4 170 9.90 15.16
Table 2. Quantitative comparison on the HRSC2016 dataset
View tableTable 2. Quantitative comparison on the HRSC2016 dataset
Model aircraft carrier buoy fishing boat freighter sailboat tanker warship mAP CenterMap［ 11 ］82.47 61.34 67.88 63.21 84.59 85.76 86.50 85.92 G.V.［ 17 ］88.50 60.75 61.25 87.00 88.00 88.75 89.00 88.20 R3Det［ 18 ］90.00 61.25 61.75 88.02 88.75 88.10 89.50 89.26 DAL［ 19 ］89.99 61.25 61.75 88.50 87.98 88.75 89.00 89.77 GWD［ 20 ］92.00 61.12 69.87 85.00 70.12 90.00 90.01 89.85 S2ANet［ 19 ］91.10 60.70 61.20 90.40 90.25 90.80 91.00 90.17 AOPG［ 12 ］92.00 60.02 60.98 91.02 90.98 91.36 91.50 90.34 ReDet［ 11 ］91.33 60.77 61.42 90.88 89.52 90.99 91.21 90.46 O-RCNN［ 22 ］91.80 60.45 61.60 90.91 88.75 91.20 91.30 90.50 LSKNet-S 92.01 60.70 61.50 90.40 90.91 91.20 91.03 90.65 LSK-MNet 94.71 61.88 61.32 93.20 94.79 93.50 95.00 94.08
Table 3. Quantitative comparison of different algorithms on the DIOR-R dataset
View tableTable 3. Quantitative comparison of different algorithms on the DIOR-R dataset
Class DAL GWD R3Det S2A Net O-RCNN ReDet G.V. AOPG LSK Net-S LSK-MNet mAP 50.95 51.38 53.40 57.80 58.90 59.60 60.06 64.41 65.57 66.69 APL 57.19 58.49 53.30 67.20 61.80 71.00 65.35 62.39 86.31 88.32 BF 68.24 74.11 68.90 76.00 71.60 71.50 74.96 71.62 87.01 87.83 BC 80.60 88.64 81.00 80.80 81.30 88.70 81.33 87.63 72.17 72.94 BR 18.39 33.62 22.90 27.30 33.80 31.30 33.88 40.90 38.36 38.89 CH 70.09 82.75 72.60 72.60 72.60 72.70 74.31 72.47 60.21 60.73 DAM 21.45 27.10 19.20 17.90 23.70 20.80 19.58 31.08 56.66 57.03 ESA 65.41 72.68 66.40 61.20 74.00 71.60 64.7 77.99 63.35 64.97 ETS 51.52 63.29 49.60 60.30 58.40 61.10 70.72 65.42 61.07 63.05 HA 24.35 45.13 22.10 26.20 29.90 36.70 37.22 42.32 48.62 49.55 GC 71.07 73.18 68.40 68.60 66.80 61.80 72.30 73.20 57.50 58.56 GTF 71.47 77.68 76.00 78.20 80.00 81.90 78.68 81.94 82.18 83.36 OP 39.66 57.27 41.50 44.60 52.00 48.80 49.64 54.45 55.03 55.40 SH 58.40 78.72 68.30 77.70 81.00 81.10 80.22 81.17 73.76 74.66 STA 60.01 60.78 57.90 65.80 62.50 63.10 69.26 72.69 72.49 74.10 ST 44.14 57.52 55.40 67.40 62.40 62.50 61.13 71.31 67.88 68.89 APO 21.21 39.32 77.90 78.00 76.70 78.30 28.87 37.79 80.64 83.63 TC 78.53 87.04 81.10 81.30 81.40 81.60 81.49 81.49 75.64 76.68 TS 40.42 49.40 45.50 48.90 50.60 49.20 44.76 60.04 56.91 58.87 VE 25.65 42.17 35.70 42.20 42.30 42.80 47.71 52.38 51.87 52.13 WM 51.14 61.31 54.00 63.10 65.00 64.60 65.04 69.99 63.75 64.13
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Zhongwei Zhang, Furong Guo, Shudong Liu. Global-Local Collaborative Enhancement-Based Remote Sensing Target Detection[J]. Laser & Optoelectronics Progress, 2025, 62(4): 0428004
Paper Information
Category: Remote Sensing and Sensors
Received: May. 17, 2024
Accepted: Jul. 10, 2024
Published Online: Feb. 10, 2025
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