Neighborhood feature line segment for image classification

IEEE Transactions on Circuits and Systems for Video Technology

Volumn 25, Issue 3, 2015, Pages 387-398

  Pan, Jeng Shyang ^a   Feng, Qingxiang ^a   Yan, Lijun ^a   Yang, Jar Ferr ^b  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

^b NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

Author keywords

Face recognition; hand posture recognition; nearest feature line (NFL); object recognition; shortest feature line segment (SFLS)

Indexed keywords

CLASSIFICATION (OF INFORMATION); DATABASE SYSTEMS; FACE RECOGNITION; GESTURE RECOGNITION; IMAGE SEGMENTATION; OBJECT RECOGNITION; OBJECT-ORIENTED DATABASES; QUERY PROCESSING;

COMPUTATION PROBLEMS; FACE DATABASE; FEATURE LINES; HAND POSTURE; HAND POSTURE RECOGNITION; NEAREST FEATURE LINES; OBJECT DATABASE; YALE FACE DATABASE;

IMAGE CLASSIFICATION;

EID: 84924427531     PISSN: 10518215     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCSVT.2014.2351092     Document Type: Article

References (43)

1. S. Z. Li and J. Lu, "Face recognition using the nearest feature line method," IEEE Trans. Neural Netw., vol. 10, no. 2, pp. 439-443, Mar. 1999.
2. J.-T. Chien and C.-C. Wu, "Discriminant waveletfaces and nearest feature classifiers for face recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 12, pp. 1644-1649, Dec. 2002.
3. J. Lu and Y.-P. Tan, "Uncorrelated discriminant nearest feature line analysis for face recognition," IEEE Signal Process. Lett., vol. 17, no. 2, pp. 185-188, Feb. 2010.
4. Q. Feng, C.-T. Huang, and L. Yan, "Resprentation-based nearest feature plane for pattern recognition," J. Inf. Hiding Multimedia Signal Process., vol. 4, no. 3, pp. 178-191, Jul. 2013.
5. Y. Xu, D. Zhang, J. Yang, and J.-Y. Yang, "A two-phase test sample sparse representation method for use with face recognition," IEEE Trans. Circuits Syst. Video Technol., vol. 21, no. 9, pp. 1255-1262, Sep. 2011.
6. S. Z. Li, K. L. Chan, and C. Wang, "Performance evaluation of the nearest feature line method in image classification and retrieval," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 11, pp. 1335-1339, Nov. 2000.
7. Q.-B. Gao and Z.-Z. Wang, "Center-based nearest neighbor classifier," Pattern Recognit., vol. 40, no. 1, pp. 346-349, Jan. 2006.
8. S. Z. Li, "Content-based audio classification and retrieval using the nearest feature line method," IEEE Trans. Speech Audio Process., vol. 8, no. 5, pp. 619-625, Sep. 2000.
9. K. Chen, T.-Y. Wu, and H.-J. Zhang, "On the use of nearest feature line for speaker identification," Pattern Recognit. Lett., vol. 23, no. 14, pp. 1735-1746, Dec. 2002.
10. J.-H. Chena and C.-S. Chenb, "Object recognition based on image sequences by using inter-feature-line consistencies," Pattern Recognit., vol. 37, no. 9, pp. 1913-1923, Sep. 2004.
11. Y. Pang, Y. Yuan, and X. Li, "Generalised nearest feature line for subspace learning," Electron. Lett., vol. 43, no. 20, pp. 1079-1080, Sep. 2007.
12. Y. Pang, Y. Yuan, and X. Li, "Iterative subspace analysis based on feature line distance," IEEE Trans. Image Process., vol. 18, no. 4, pp. 903-907, Apr. 2009.
13. D. Xu, S. Yan, L. Zhang, S. Lin, H.-J. Zhang, and T. S. Huang, "Reconstruction and recognition of tensor-based objects with concurrent subspaces analysis," IEEE Trans. Circuits Syst. Video Technol., vol. 18, no. 1, pp. 36-47, Jan. 2008.
14. W. Zheng, L. Zhao, and C. Zou, "Locally nearest neighbor classifiers for pattern classification," Pattern Recognit., vol. 37, no. 6, pp. 1307-1309, Jun. 2004.
15. H. Du and Y. Q. Chen, "Rectified nearest feature line segment for pattern classification," Pattern Recognit., vol. 40, no. 5, pp. 1486-1497, May 2007.
16. Y.-J. Zheng, J.-Y. Yang, J. Yang, X.-J. Wu, and Z. Jin, "Nearest neighbour line nonparametric discriminant analysis for feature extraction," Electron. Lett., vol. 42, no. 12, pp. 679-680, 2006.
17. Z. Zhou, S. Z. Li, and K. L. Chan, "A theoretical justification of nearest feature line method," in Proc. 15th Int. Conf. Pattern Recognit., vol. 2. Sep. 2000, pp. 759-762.
18. T. Cover and P. Hart, "Nearest neighbor pattern classification," IEEE Trans. Inf. Theory, vol. 13, no. 1, pp. 21-27, Jan. 1967.
19. C. Domeniconi, J. Peng, and D. Gunopulos, "Locally adaptive metric nearest-neighbor classification," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 9, pp. 1281-1285, Sep. 2002.
20. Z. Zhou and C. K. Kwoh, "The pattern classification based on the nearest feature midpoints," in Proc. 17th Int. Conf. Pattern Recognit., vol. 3. Aug. 2000, pp. 446-449.
21. Q. Feng, J. S. Pan, and L. Yan, "Nearest feature centre classifier for face recognition," Electron. Lett., vol. 48, no. 18, pp. 1120-1122, Aug. 2012.
22. Q. Feng, J. S. Pan, and L. Yan, "Restricted nearest feature line with ellipse for face recognition," J. Inf. Hiding Multimedia Signal Process., vol. 3, no. 3, pp. 297-305, Jul. 2012.
23. D.-Q. Han, C.-Z. Han, and Y. Yang, "A novel classifier based on shortest feature line segment," Pattern Recognit. Lett., vol. 32, no. 3, pp. 485-493, Feb. 2011.
24. W. Li, Q. Ruan, and J. Wan, "Fuzzy nearest feature line-based manifold embedding for facial expression recognition," J. Inf. Sci. Eng., vol. 29, no. 2, pp. 329-346, 2013.
25. Y.-N. Chen, C.-C. Han, C.-T. Wang, and K.-C. Fan, "Face recognition using nearest feature space embedding," IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 6, pp. 1073-1086, Jun. 2011.
26. J. Xu, J. Yang, Z. Gu, and N. Zhang, "Median-mean line based discriminant analysis," Neurocomputing, vol. 123, pp. 233-246, Jan. 2014.
27. H. Altincay, "Improving the k-nearest neighbour rule: Using geometrical neighbourhoods and manifold-based metrics," Expert Syst., vol. 28, no. 4, pp. 391-406, Sep. 2011.
28. Q. Feng, J. S. Pan, and L. Yan, "Two classifiers based on nearest feature plane for recognition," in Proc. IEEE Int. Conf. Image Process., Melbourne, Australia, Sep. 2013, pp. 3316-3319.
29. X.-Y. Jing, S. Li, D. Zhang, J. Yang, and J.-Y. Yang, "Supervised and unsupervised parallel subspace learning for large-scale image recognition," IEEE Trans. Circuits Syst. Video Technol., vol. 22, no. 10, pp. 1497-1511, Oct. 2012.
30. X. Chai, S. Shan, X. Chen, and W. Gao, "Locally linear regression for pose-invariant face recognition," IEEE Trans. Image Process., vol. 16, no. 7, pp. 1716-1725, Jul. 2007.
31. J. Lu and Y.-P. Tan, "Nearest feature space analysis for classification," IEEE Signal Process. Lett., vol. 18, no. 1, pp. 55-58, Jan. 2011.
32. Y.-L. Chang, J.-N. Liu, C.-C. Han, and Y.-N. Chen, "Hyperspectral image classification using nearest feature line embedding approach," IEEE Trans. Geosci. Remote Sens., vol. 52, no. 1, pp. 278-287, Jan. 2014.
33. E. Vasquez, "Statistical inference using hypothesis-testing methods," Notes Bus. Educ., vol. 6, no. 1, pp. 1-8, 2003.
34. (2001). The Yale Faces Database. [Online]. Available: http://cvc.yale.edu/projects/yalefaces/yalefaces.html
35. A. M. Martinez and R. Benavente, "The AR face database," CVC, Barcelona, Spain, Tech. Rep. 24, Jun. 1998.
36. C. E. Thomaz. (2007). The FEI Face Database. [Online]. Available: http://fei.edu.br/cet/facedatabase.html
37. J. Triesch and C. Malsburg. (1996). Jochen Triesch Static Hand Posture Database. [Online]. Available: http://www.idiap.ch/resource/gestures/
38. J. Triesch and C. Malsburg, "Robust classification of hand postures against complex backgrounds," in Proc. 2nd Int. Conf. Autom. Face Gesture Recognit., Killington, VT, USA, 1996, pp. 170-175.
39. D. Koubaroulis, J. Matas, and J. Kittler, "Evaluating colour-based object recognition algorithms using the SOIL-47 database," in Proc. 5th Asian Conf. Comput. Vis., Melbourne, Australia, 2002, pp. 840-845.
40. H. Murase and S. K. Nayar, "Learning and recognition of 3D objects from appearance," Int. J. Comput. Vis., vol. 14, no. 1, pp. 5-24, 1995.
41. D. Roobaert and M. M. Van Hulle, "View-based 3D object recognition with support vector machines," in Proc. IEEE Int. Workshop Neural Netw. Signal Process., Madison, WI, USA, Aug. 1999, pp. 344-347.
42. D. Roth, M.-H. Yang, and N. Ahuja, "Learning to recognize threedimensional objects," Neural Comput., vol. 14, no. 5, pp. 1071-1103, May 2002.
43. J. Wright, A. Y. Yang, A. Ganesh, S. S. Sastry, and Y. Ma, "Robust face recognition via sparse representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 2, pp. 210-227, Feb. 2009.