Object Detection through Modified YOLO Neural Network
Joint Authors
Nazir, Shah
Haq, Amin Ul
Ahmad, Tanvir
Ma, Yinglong
Yahya, Muhammad
Ahmad, Belal
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-06-06
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
In the field of object detection, recently, tremendous success is achieved, but still it is a very challenging task to detect and identify objects accurately with fast speed.
Human beings can detect and recognize multiple objects in images or videos with ease regardless of the object’s appearance, but for computers it is challenging to identify and distinguish between things.
In this paper, a modified YOLOv1 based neural network is proposed for object detection.
The new neural network model has been improved in the following ways.
Firstly, modification is made to the loss function of the YOLOv1 network.
The improved model replaces the margin style with proportion style.
Compared to the old loss function, the new is more flexible and more reasonable in optimizing the network error.
Secondly, a spatial pyramid pooling layer is added; thirdly, an inception model with a convolution kernel of 1 ∗ 1 is added, which reduced the number of weight parameters of the layers.
Extensive experiments on Pascal VOC datasets 2007/2012 showed that the proposed method achieved better performance.
American Psychological Association (APA)
Ahmad, Tanvir& Ma, Yinglong& Yahya, Muhammad& Ahmad, Belal& Nazir, Shah& Haq, Amin Ul. 2020. Object Detection through Modified YOLO Neural Network. Scientific Programming،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1209133
Modern Language Association (MLA)
Ahmad, Tanvir…[et al.]. Object Detection through Modified YOLO Neural Network. Scientific Programming No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1209133
American Medical Association (AMA)
Ahmad, Tanvir& Ma, Yinglong& Yahya, Muhammad& Ahmad, Belal& Nazir, Shah& Haq, Amin Ul. Object Detection through Modified YOLO Neural Network. Scientific Programming. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1209133
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1209133