Author(s)

Jing Ma ¹, Baolong Guo ¹

Affiliation(s)

¹ Institute of Intelligent Control and Image Engineering, Xidian University, Xi’an 710071, China

Corresponding Author

Jing Ma

ABSTRACT

With the development of science and technology, the speed of taking and transmitting images has greatly improved, so that the target recognition technology based on remote sensing image becomes a reality. According to the deficiencies of the previous recognition methods, a method of automatic threshold is proposed for getting more accurate features about the positioned object, then the feature extraction by SVM classifier for classification and recognition. Experiments demonstrate the effectiveness of the current recognition system. The system provides a good performance in aircraft recognition and classification, at the same time it also offers better robustness.

KEYWORDS

Automatic Target Recognition (ATR), Radon Transform, Support Vector Machine (SVM) Classifier.

CITE THIS PAPER

Jing, M. and Baolong, G. (2016) Object Classification Based on Radon Transform. Journal of Image Processing Theory and Applications (2016) 1: 11-15.

REFERENCES

[1] Xufeng Zhu., Caiwen Ma.: The Study of Combined Invariants Optimization Method on Aircraft Recognition, Symposium on Photon-ics and Optoelectronics. IEEE Press, 1-4(2011)
[2] Wei Li., Shiming Xiang., Haibo Wang., Chunhong Pan.: Robust Airplane Detection in Satellite Images, International Conference on Image Processing. IEEE Press, 2821-2824(2011)
[3] J.-W Hsieh., J.-M Chen., C.-H Chuang., et al.: Aircraft Type Recognition in Satellite Images.
[4] IEE Proceedings on Vision, Image and Signal Processing, 152(3): 307-315(2005)
[5] Ge Liu., Xian Sun., Kun Fu., et al.: Aircraft Recognition in High-resolution Satellite Images Using Coarse-to-fine Shape Prior. IEEE Geoscience and Remote Sensing Letters, 10(3): 573-577(2013) 
[6] Hu.: Visual Pattern Recognition by Moment Invariants. IRE Transactions on Information Theory, 2(8): 179-187(1962) 
[7] GE Qiaode Jeffrey.: Fourier Descriptors with Different Shape Sig-natures: A Comparative Study for Shape Based Retrieval of Kinematic Constraints. Chinese Journal of Mechanical Engineering, 05:723-730(2011)
[8] M., Deng Y.: SVM Classifier – a comprehensive java interface for support vector machine classification of microarray data. Bmc Bioinformatics, 7(Suppl 4):1-7(2006).

Sponsors, Associates, and Links

---

• Power Systems Computation
  
  
• Internet of Things (IoT) and Engineering Applications
  
  
• Computing, Performance and Communication Systems
  
  
• Journal of Artificial Intelligence Practice
  
  
• Advances in Computer, Signals and Systems
  
  
• Journal of Network Computing and Applications
  
  
• Journal of Web Systems and Applications
  
  
• Journal of Electrotechnology, Electrical Engineering and Management
  
  
• Journal of Wireless Sensors and Sensor Networks
  
  
• Mobile Computing and Networking
  
  
• Vehicle Power and Propulsion
  
  
• Frontiers in Computer Vision and Pattern Recognition
  
  
• Knowledge Discovery and Data Mining Letters
  
  
• Big Data Analysis and Cloud Computing
  
  
• Electrical Insulation and Dielectrics
  
  
• Crypto and Information Security
  
  
• Journal of Neural Information Processing
  
  
• Collaborative and Social Computing
  
  
• International Journal of Network and Communication Technology
  
  
• File and Storage Technologies
  
  
• Frontiers in Genetic and Evolutionary Computation
  
  
• Optical Network Design and Modeling
  
  
• Journal of Virtual Reality and Artificial Intelligence
  
  
• Natural Language Processing and Speech Recognition
  
  
• Journal of High-Voltage
  
  
• Programming Languages and Operating Systems
  
  
• Visual Communications and Image Processing
  
  
• Journal of Systems Analysis and Integration
  
  
• Knowledge Representation and Automated Reasoning
  
  
• Review of Information Display Techniques
  
  
• Data and Knowledge Engineering
  
  
• Journal of Database Systems
  
  
• Journal of Cluster and Grid Computing
  
  
• Cloud and Service-Oriented Computing
  
  
• Journal of Networking, Architecture and Storage
  
  
• Journal of Software Engineering and Metrics
  
  
• Visualization Techniques
  
  
• Journal of Parallel and Distributed Processing
  
  
• Journal of Modeling, Analysis and Simulation
  
  
• Journal of Privacy, Trust and Security
  
  
• Journal of Cognitive Informatics and Cognitive Computing
  
  
• Lecture Notes on Wireless Networks and Communications
  
  
• International Journal of Computer and Communications Security
  
  
• Journal of Multimedia Techniques
  
  
• Automation and Machine Learning
  
  
• Computational Linguistics Letters
  
  
• Journal of Computer Architecture and Design
  
  
• Journal of Ubiquitous and Future Networks