Efficient airport detection using region-based fully convolutional neural networks

Peng Xin; Yuelei Xu; Xulei Zhang; Shiping Ma; Shuai Li; Chao Lv

doi:10.1117/12.2302952

10 April 2018 Efficient airport detection using region-based fully convolutional neural networks

Peng Xin, Yuelei Xu, Xulei Zhang, Shiping Ma, Shuai Li, Chao Lv

Proceedings Volume 10615, Ninth International Conference on Graphic and Image Processing (ICGIP 2017); 1061502 (2018) https://doi.org/10.1117/12.2302952
Event: Ninth International Conference on Graphic and Image Processing, 2017, Qingdao, China

Abstract

This paper presents a model for airport detection using region-based fully convolutional neural networks. To achieve fast detection with high accuracy, we shared the conv layers between the region proposal procedure and the airport detection procedure and used graphics processing units (GPUs) to speed up the training and testing time. For lack of labeled data, we transferred the convolutional layers of ZF net pretrained by ImageNet to initialize the shared convolutional layers, then we retrained the model using the alternating optimization training strategy. The proposed model has been tested on an airport dataset consisting of 600 images. Experiments show that the proposed method can distinguish airports in our dataset from similar background scenes almost real-time with high accuracy, which is much better than traditional methods.

Citation Download Citation

Peng Xin, Yuelei Xu, Xulei Zhang, Shiping Ma, Shuai Li, and Chao Lv "Efficient airport detection using region-based fully convolutional neural networks", Proc. SPIE 10615, Ninth International Conference on Graphic and Image Processing (ICGIP 2017), 1061502 (10 April 2018); https://doi.org/10.1117/12.2302952

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
7 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Data modeling

Convolutional neural networks

Performance modeling

Buildings

Optimization (mathematics)

Remote sensing

Graphics processing units

Show All Keywords

Keywords/Phrases

Search In:

Publication Years