Enhanced Faster-RCNN Algorithm for Object Detection in Aerial Images
Xiaoqing Yin, Yazhou Yang, Hao Xu, Weili Li, Jinsheng Deng · 2020
In recent years, a lot of research has been conducted in the field of object detection for aerial image, and many effective methods have emerged. This paper enhances the existing Faster RCNN model to achieve better detection accuracy. We improve the feature extraction of Faster RCNN model using multi-scale feature fusion. Compared with the traditional Faster RCNN model, the accuracy on mAP is improved by 1.06% by applying the proposed method. The visual effects and numerical results of object detection verify the improvement of the proposed method.