Runzeng Li, Zaifeng Shi, Fanning Kong, Xiangyang Zhao, Tao Luo. Dual-Stream Feature Aggregation Network for Unmanned Aerial Vehicle Aerial Images Semantic Segmentation[J]. Laser & Optoelectronics Progress, 2023, 60(24): 2428005
- Laser & Optoelectronics Progress
- Vol. 60, Issue 24, 2428005 (2023)
Fig. 1. Network architecture and partial module. (a) Overall network architecture; (b) ConvNeXt block; (c) coordinate attention block
Fig. 2. BGA module
Fig. 3. Comparison of prediction maps of different models on AeroScapes dataset. (a) Picture 002001_049; (b) picture 038032_032; (c) picture 045002_049; (d) picture 310019_016; (e) picture 311000_004
Fig. 4. Comparison of prediction maps of different models on Semantic Drone dataset. (a) Picture 002; (b) picture 056; (c) picture 119; (d) picture 311; (e) picture 412
|
Table 1. Comparison of evaluation results of different models on AeroScapes dataset
|
Table 2. Comparison of evaluation results using coordinate attention block at different locations of CA-ASPP
|
Table 3. Evaluation results of ablation experiments with different improved methods
|
Table 4. Comparison of evaluation results of different models on Semantic Drone 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