![](/images/graphics-bg.png)
Research on Object Detection Algorithm Based on Multilayer Information Fusion
Joint Authors
Chen, Bao-Yuan
Shen, Yu-Kun
Sun, Kun
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-09-27
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
At present, object detectors based on convolution neural networks generally rely on the last layer of features extracted by the feature extraction network.
In the process of continuous convolution and pooling of deep features, the position information cannot be completely transferred backward.
This paper proposes a multiscale feature reuse detection model, which includes the basic feature extraction network DenseNet, feature fusion network, multiscale anchor region proposal network, and classification and regression network.
The fusion of high-dimensional features and low-dimensional features not only strengthens the model's sensitivity to objects of different sizes but also strengthens the transmission of information, so that the feature map has rich deep semantic information and shallow location information at the same time, which significantly improves the robustness and detection accuracy of the model.
The algorithm is trained and tested in Pascal VOC2007 dataset.
The experimental results show that the mean average precision of the objects in the dataset is 73.87%.
At the same time, compared with the mainstream faster RCNN and SSD detection models, the mean average precision of object detection algorithm based on DenseNet is improved by 5.63% and 3.86%, respectively.
American Psychological Association (APA)
Chen, Bao-Yuan& Shen, Yu-Kun& Sun, Kun. 2020. Research on Object Detection Algorithm Based on Multilayer Information Fusion. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1201985
Modern Language Association (MLA)
Chen, Bao-Yuan…[et al.]. Research on Object Detection Algorithm Based on Multilayer Information Fusion. Mathematical Problems in Engineering No. 2020 (2020), pp.1-13.
https://search.emarefa.net/detail/BIM-1201985
American Medical Association (AMA)
Chen, Bao-Yuan& Shen, Yu-Kun& Sun, Kun. Research on Object Detection Algorithm Based on Multilayer Information Fusion. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1201985
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1201985