Yuhuan Li, Jie Wang, Li Lu, Ying Nie. Lightweight Real-Time Target Detection Model for Remote Sensing Images[J]. Laser & Optoelectronics Progress, 2021, 58(16): 1615007
- Laser & Optoelectronics Progress
- Vol. 58, Issue 16, 1615007 (2021)
Fig. 1. Tiny YOLO-V3 network structure
Fig. 2. Improved backbone network structure
Fig. 3. Structure of detection head in Tiny YOLO-V3
Fig. 4. Improved detection head structure
Fig. 5. Partial sample images in dataset. (a) Aircraft; (b) oiltank; (c) flyover; (d) playground
Fig. 6. Experimental process
Fig. 7. Change curve of learning rate in training process
Fig. 8. Change curve of loss value during training
Fig. 9. Partial test results of different models. (a) Tiny YOLO - V3; (b) test results of improved model; (c) dataset labels
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Table 1. Number of partitions in dataset
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Table 2. Configuration of experimental environment
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Table 3. mAP values of Tiny YOLO-V3 and improved model
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Table 4. Complexity and frame rate of different models
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