Yanlei Xu, Jiran Liang, Guojun Dong, Zhuang Chen. Aerial Image Target Detection Algorithm Based on Improved CenterNet[J]. Laser & Optoelectronics Progress, 2021, 58(20): 2010013
- Laser & Optoelectronics Progress
- Vol. 58, Issue 20, 2010013 (2021)
Fig. 1. Algorithm flowchart
Fig. 2. Schematic diagram of deformable cavity convolution structure
Fig. 3. CBA-connection. (a) Overall structure diagram; (b) attention module flowchart
Fig. 4. Schematic diagram of backbone network structure
Fig. 5. Loss graph of different models
Fig. 6. Aerial image target detection effect display. (a) Structured information dropout; (b) false and missed detection targets construct new samples; (c) night scene; (d) strong light scene; (e) (f) gathering area
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Table 1. Comparison of detection effects of different backbone networks
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Table 2. Comparison of effectiveness after successively introducing the designed structure
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Table 3. Evaluation of the recognition accuracies of different target types in the NWPU VHR-10 data set
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Table 4. Comparison of the detection effects of different detection algorithms on the NWPU VHR-10 data set
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