Chinese Journal of Liquid Crystals and Displays, Volume. 38, Issue 3, 409(2023)
Improved aircraft detection algorithm in arbitrary direction of color remote sensing image based on anchor-free method
Fig. 6. Visual results of aircraft object detection of each detection network in DOTA data set.（a）RetinaNet；（b）R3Det；（c）S2ANet；（d）ReDet；（e）Faster R-CNN；（f）Reppoints；（g）Ours.
Table 1. Ablation experiment under DOTA data set
View tableView in ArticleTable 1. Ablation experiment under DOTA data set
Backbone FPN+PAN CBAM mAP/% FPS/（frame·s-1） ResNet50
ResNet50
ResNet50
ResNet50（ours）
√
√
√
√
89.53
90.16
89.79
90.35 16.17 14.04
15.25
13.53
ResNet101
ResNet101
√
88.99
89.32
13.15
12.15
ResNet101
ResNet101
√
√
√
89.16
89.56
12.61
11.43
Table 2. Comparative experiment under DOTA data set
View tableView in ArticleTable 2. Comparative experiment under DOTA data set
Method mAP/% Recall/% FPS/（frame·s-1） RetinaNet 80.08 86.17 20.6 R3Det 79.70 82.72 15.0 S2A-Net 75.79 81.44 17.3 ReDet 81.02 87.74 11.1 Faster R-CNN 81.08 87.41 18.6 Reppoints 77.84 87.16 21.7 BBAVectors 89.53 93.73 16.2 Ours 90.35 94.47 13.5
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Yan-ling DU, Xin XU, Li-li WANG, Jing-xia GAO, Dong-mei HUANG. Improved aircraft detection algorithm in arbitrary direction of color remote sensing image based on anchor-free method[J]. Chinese Journal of Liquid Crystals and Displays, 2023, 38(3): 409
Category: Research Articles
Received: Jun. 29, 2022
Accepted: --
Published Online: Apr. 3, 2023
The Author Email: Dong-mei HUANG (dmhuang@shou.edu.cn)
