Lunming Qin, Wenquan Mei, Haoyang Cui, Houqin Bian, Xi Wang. Improved YOLOv8s Object Detection Algorithm for Remote Sensing Image[J]. Laser & Optoelectronics Progress, 2025, 62(10): 1028003
- Laser & Optoelectronics Progress
- Vol. 62, Issue 10, 1028003 (2025)
Fig. 1. Structure of improved model network
Fig. 2. Structures of BiFPN and EBiFPN networks. (a) BiFPN; (b) EBiFPN
Fig. 3. Structure of EMA attention mechanism
Fig. 4. Structure of EMABottleneck module
Fig. 5. Structure of C2f-EB module
Fig. 6. Schematic diagram of SIoU parameters
Fig. 7. Label quantity of different datasets. (a) DOTA dataset; (b) RSOD dataset; (b) NWPU NHR-10 dataset
Fig. 8. Detection results of different algorithms on the NWPU NHR-10 dataset
Fig. 9. Comparison of detection results between YOLOv8 and proposed algorithm. (a)‒(c) YOLOv8; (d)‒(f) proposed algorithm
|
Table 1. Experimental environment configuration
|
Table 2. Comparison of different feature fusion structures
|
Table 3. Comparison of different loss functions
|
Table 4. Results of ablation experiments
|
Table 5. Detection results of different methods on the DOTA dataset
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Table 6. Detection results of different methods on the RSOD dataset
Set citation alerts for the article
Please enter your email address
© Copyright 2018-2021 | Chinese Laser Press. All Rights Reserved 沪ICP备15018463号-20