Information Technology Journal1812-56381812-5646Asian Network for Scientific Information10.3923/itj.2008.560.569ZhangMingxin ShenJunyi ShangZhaowei 4200874For the classical image segmentation algorithms, a larger
number of implicit regions will be achieved, which leads to the lose of
effectivity for these region-based image classification schemes. These
individual regions are generally meaningful and unexpected results would
be caused by these classification strategies, although some salient regions
are extracted to reduce the complexity of region-based image classifications.
Furthermore, these schemes are the arbitrary classification schemes and
could not indicate the information about other implicit objects and the
accurate semantic segmentation is still out of implicit semantic object
regions in one image. In this study, we proposed one salient region based
fuzzy classification (SrFC) method. Firstly, we give a salient region
extraction algorithm based dominant colors and Gabor texture features.
Then, according to the proposed classification scheme the salient regions
from all the candidate images are clustered into disjoint categories.
These categories are further used as for those for candidate images and
for each candidate image its number of salient regions belonging to the
same category would be used to evaluated the degree of the images belonging
to the category. Experiments showed the propose SrFC scheme can achieve
better performance than that of current common schemes. With comparison
to the HCBA scheme for individual salient regions, the classification
accuracy is improved about 16% by the proposed SrFC scheme.]]>Arivazhagan, S., L. Ganesan and S.P. Padam,20062719761982Badawy El, O., M.R. Sakka, K. Hassanein and M.S. Kamel,20012001pp: 10781081Chen, J., T.N. Pappas, A. Mojsilovic and B.E. Rogowitz,20051415241536Comaniciu, D. and P. Meer,200224603619Dong, L. and E. Izquierdo,200717590603Fredembach, C., M. Schroder and S. Susstrunk,20042616451649Van Gool, L., T. Moons, E. Pauwels and A. Oosterlinck,199513259277Hmida, M.B. and J.Y. Ben,20062006pp: 640643Hu, M.K.,19628179187Hurn, M.A., K.V. Mardia, T.J. Hainsworth, J. Kirkbride and E. Berry,199615850858Kokare, M., B.N. Chatterji and P.K. Biswas,20032003pp: 571575Yu-Hsin, K., C. Shih-Ting and K.C. Ming,20062006pp: 9699Lezoray, O. and H. Cardot,200211783789Li, Y.,199225723730Ling, S. and B. Michael,20061712561272Mikolajczyk, K. and C. Schmid,20032003pp: 257264Mindru, F., T. Tuytelaars and L.V. Gool,200494327Miyamoto, S. and K. Nakayama,198616479482Mojsilovic, A., J. Kovacevic, J. Hu, R.J. Safranek and S.K. Ganapathy,200093854Pappas, T.N.,199240901914Pappas, T.N., C. Junqing and D. Depalov,2007454451Reddi, S.S.,19813240242Sanghoon, L. and M.M. Crawford,200514312320Selvan, S. and S. Ramakrishnan,20071626882696Singh, S. and M. Markou,200416396407Yo-Ping, H. and C. Tsun-Wei,20042004pp: 623628Zeljkovic, V., A. Dorado, Z. Trpovski and E. Izquierdo,200440169171