Lei Lang, Kuan Liu, Dong Wang. Lightweight Remote Sensing Object Detector based on YOLOX-Tiny[J]. Laser & Optoelectronics Progress, 2023, 60(2): 0228004
- Laser & Optoelectronics Progress
- Vol. 60, Issue 2, 0228004 (2023)
Fig. 1. YOLOX-Tiny network structure
Fig. 2. Mapping of anchor in original image at different scales
Fig. 3. Improved YOLOX-Tiny
Fig. 4. Coordinate attention module
Fig. 5. Deformable convolution schematic diagram
Fig. 6. Images and objects in DIOR dataset
Fig. 7. Size distribution of objects in DIOR dataset by category
Fig. 8. AP curve during training
Fig. 9. Loss curve during training
Fig. 10. Thermal map visualization results
Fig. 11. Comparison of detection results between YOLOX-Tiny and optimized model. (a) YOLOX-Tiny;(b) proposed algorithm
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Table 1. Training parameters
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Table 2. Comparison of progressively improved algorithms
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Table 3. Improved algorithm detection results under different scales
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Table 4. AP50 results under different categories
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Table 5. Comparison of results in DIOR dataset
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