A Novel Multi-Feature Representation of Images for Heterogeneous IoTs

IEEE Access

Volumn 4, Issue , 2016, Pages 6204-6215

  Yu, Laihang ^a   Feng, Lin ^a   Chen, Chen ^b   Qiu, Tie ^a   Li, Li ^a   Wu, Jun ^a  

^a DALIAN UNIVERSITY OF TECHNOLOGY   (China)

^b XIDIAN UNIVERSITY   (China)

Author keywords

feature extraction; image representation; image retrieval; Internet of Things; local descriptor

Indexed keywords

BEHAVIORAL RESEARCH; EXTRACTION; FEATURE EXTRACTION; IMAGE RETRIEVAL; INTERNET OF THINGS;

COLOR DIFFERENCE; DIAGONAL STRUCTURE; IMAGE REPRESENTATIONS; INTERNET OF THINGS (IOT); LOCAL DESCRIPTORS; MULTI-FEATURE FUSION; STATE-OF-THE-ART METHODS; VISUAL ATTENTION MECHANISMS;

IMAGE PROCESSING;

EID: 84994787766     PISSN: None     EISSN: 21693536     Source Type: Journal    
DOI: 10.1109/ACCESS.2016.2607841     Document Type: Article

References (33)

1. T. Qiu, D. Luo, F. Xia, N. Deonauth, W. Si, and A. Tolba, "A greedy model with small world for improving the robustness of heterogeneous Internet of Things," Comput. Netw., vol. 101, pp. 127-143, Jun. 2016.
2. T. Qiu, W. Sun, Y. Bai, and Y. Zhou, "An efficient multi-path self- organizing strategy in Internet of Things," Wireless Pers. Commun., vol. 73, no. 4, pp. 1613-1629, 2013.
3. M. Tinghuai et al., "Social network and tag sources based augmenting collaborative recommender system," IEICE Trans. Inf. Syst., vol. 98, no. 4, pp. 902-910, 2015.
4. X. Wen, L. Shao, Y. Xue, and W. Fang, "A rapid learning algorithm for vehicle classification," Inf. Sci., vol. 295, pp. 395-406, Feb. 2015.
5. G.-H. Liu, L. Zhang, Y.-K. Hou, Z.-Y. Li, and J.-Y. Yang, "Image retrieval based on multi-texton histogram," Pattern Recognit., vol. 43, no. 7, pp. 2380-2389, 2010.
6. X. Wang and Z. Wang, "A novel method for image retrieval based on structure elements' descriptor," J. Vis. Commun. Image Represent., vol. 24, no. 1, pp. 63-74, 2013.
7. G.-H. Liu, Z.-Y. Li, L. Zhang, and Y. Xu, "Image retrieval based on micro- structure descriptor," Pattern Recognit., vol. 44, no. 9, pp. 2123-2133, 2011.
8. Z. Fu, X. Sun, Q. Liu, L. Zhou, and J. Shu, "Achieving efficient cloud search services: Multi-keyword ranked search over encrypted cloud data supporting parallel computing," IEICE Trans. Commun., vol. 98, no. 1, pp. 190-200, 2015.
9. Z. Fu, K. Ren, J. Shu, X. Sun, and F. Huang, "Enabling personalized search over encrypted outsourced data with efficiency improvement," IEEE Trans. Parallel Distrib. Syst., vol. 27, no. 9, pp. 2546-2559, Sep. 2016.
10. M.-M. Cheng, N. J. Mitra, X. Huang, P. H. S. Torr, and S.-M. Hu, "Global contrast based salient region detection," IEEE Trans. Pattern Anal. Mach. Intell., vol. 37, no. 3, pp. 569-582, Mar. 2015.
11. Y. Huang, Z. Wu, L. Wang, and T. Tan, "Feature coding in image classification: A comprehensive study," IEEE Trans. Pattern Anal. Mach. Intell., vol. 36, no. 3, pp. 493-506, Mar. 2014.
12. D. Huang, C. Shan, M. Ardabilian, Y. Wang, and L. Chen, "Local binary patterns and its application to facial image analysis: A survey," IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 41, no. 6, pp. 765-781, Nov. 2011.
13. S. Murala, Q. Wu, R. Balasubramanian, and R. Maheshwari, "Joint his- togram between color and local extrema patterns for object tracking," Proc. SPIE, vol. 8663, no. 4, pp. 1-7, 2013.
14. X. Tan and B. Triggs, "Enhanced local texture feature sets for face recog- nition under difficult lighting conditions," IEEE Trans. Image Process., vol. 19, no. 6, pp. 1635-1650, Jun. 2010.
15. M. Subrahmanyam, R. P. Maheshwari, and R. Balasubramanian, "Local maximum edge binary patterns: A new descriptor for image retrieval and object tracking," Signal Process., vol. 92, no. 6, pp. 1467-1479, 2012.
16. S. Murala, R. P. Maheshwari, and R. Balasubramanian, "Directional local extrema patterns: A new descriptor for content based image retrieval," Int. J. Multimedia Inf. Retr., vol. 1, no. 3, pp. 191-203, 2012.
17. M. Verma, B. Raman, and S. Murala, "Local extrema co-occurrence pattern for color and texture image retrieval," Neurocomputing, vol. 165, no. 10, pp. 255-269, 2015.
18. S. Murala, R. P. Maheshwari, and R. Balasubramanian, "Local tetra pat- terns: A new feature descriptor for content-based image retrieval," IEEE Trans. Image Process., vol. 21, no. 5, pp. 2874-2886, May 2012.
19. L. Zhang, Y. Zhang, R. Hong, and Q. Tian, "Full-space local topology extraction for cross-modal retrieval," IEEE Trans. Image Process., vol. 24, no. 7, pp. 2212-2224, Jul. 2015.
20. G. H. Liu and J. Y. Yang, "Image retrieval based on the texton co- occurrence matrix," Pattern Recognit., vol. 41, no. 12, pp. 3521-3527, 2008.
21. G. H. Liu and J. Y. Yang, "Content-based image retrieval using color difference histogram," Pattern Recognit., vol. 46, no. 1, pp. 188-198, 2013.
22. D. Charalampidis, "Texture synthesis: Textons revisited," IEEE Trans. Image Process., vol. 15, no. 3, pp. 777-787, Mar. 2006.
23. A. Papushoy and A. G. Bors, "Image retrieval based on query by saliency content," Digit. Signal Process., vol. 36, pp. 156-173, Jan. 2015.
24. S. Kim and K. Cho, "Fast calculation of histogram of oriented gradient feature by removing redundancy in overlapping block," J. Inf. Sci. Eng., vol. 30, no. 6, pp. 1719-1731, 2014.
25. B. Julesz, "Textons, the elements of texture perception, and their interac- tions," Nature, vol. 290, no. 5802, pp. 91-97, 1981.
26. S. D. Zenzo, "Note on the gradient of a multi-image," Comput. Vis. Graph. Image Process., vol. 33, no. 86, pp. 116-125, 1986.
27. V. Chandrasekhar et al., "CHoG: Compressed histogram of gradients a low bit-rate feature descriptor," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), 2009, pp. 2504-2511.
28. Q. Chen, Z. Song, J. Dong, Z. Huang, Y. Hua, and S. Yan, "Contextualizing object detection and classi-cation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 37, no. 1, pp. 13-27, Jan. 2015.
29. R. Sridevi, K. Krishnaveni, and S. Navaneethakrishnan, "A novel water- shed image segmentation technique using graceful labeling," Int. J. Math. Soft Comput., vol. 3, no. 1, pp. 69-78, 2013.
30. H. Wang, L. Feng, and Y. Liu, "Metric learning with geometric mean for similarities measurement," Soft Comput., pp. 1-11, Dec. 2015. [Online]. Available: http://link. springer.com/article/10.1007/s00500-015- 1985-x, doi: 10.1007/s00500-015-1985-x.
31. S. K. Vipparthi and S. K. Nagar, "Multi-joint histogram based modelling for image indexing and retrieval," Comput. Elect. Eng., vol. 40, no. 8, pp. 163-173, 2014.
32. X. Wang and Z. Wang, "The method for image retrieval based on multi- factors correlation utilizing block truncation coding," Pattern Recognit., vol. 47, no. 10, pp. 3293-3303, 2014.
33. H. A. Alnabriss and I. S. I. Abuhaiba, "Improved image retrieval with color and angle representation," Int. J. Inf. Technol. Comput. Sci., vol. 6, no. 6, pp. 68-81, 2014.