TY - GEN
T1 - Hierarchical feature construction for image classification using Genetic Programming
AU - Suganuma, Masanori
AU - Tsuchiya, Daiki
AU - Shirakawa, Shinichi
AU - Nagao, Tomoharu
N1 - Funding Information:
This work was supported by JSPS Grant-in-Aid for Scientific Research (B) Grant Number 26280056.
Publisher Copyright:
© 2016 IEEE.
PY - 2017/2/6
Y1 - 2017/2/6
N2 - In this paper, we design a hierarchical feature construction method for image classification. Our method has two feature construction stages: (1) feature construction by a combination of primitive image processing filters, and (2) feature construction by evolved filters. We verify the image classification performance of the proposed method on the MIT urban and nature scene dataset. The experimental results show that the two-stage feature construction improves the classification accuracy compared to single stage feature construction. In addition, the proposed method outperforms several existing feature construction methods.
AB - In this paper, we design a hierarchical feature construction method for image classification. Our method has two feature construction stages: (1) feature construction by a combination of primitive image processing filters, and (2) feature construction by evolved filters. We verify the image classification performance of the proposed method on the MIT urban and nature scene dataset. The experimental results show that the two-stage feature construction improves the classification accuracy compared to single stage feature construction. In addition, the proposed method outperforms several existing feature construction methods.
UR - http://www.scopus.com/inward/record.url?scp=85015797208&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85015797208&partnerID=8YFLogxK
U2 - 10.1109/SMC.2016.7844436
DO - 10.1109/SMC.2016.7844436
M3 - Conference contribution
AN - SCOPUS:85015797208
T3 - 2016 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2016 - Conference Proceedings
SP - 1423
EP - 1428
BT - 2016 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2016 - Conference Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2016
Y2 - 9 October 2016 through 12 October 2016
ER -