22.08.2015 Views

Jian-Jiun Ding, Wei-Lun Chao, Jiun-De Huang, and Cheng-Jin Kuo

Jian-Jiun Ding, Wei-Lun Chao, Jiun-De Huang, and Cheng-Jin Kuo

Jian-Jiun Ding, Wei-Lun Chao, Jiun-De Huang, and Cheng-Jin Kuo

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REPLACE THIS LINE WITH YOUR PAPER IDENTIFICATION NUMBER (DOUBLE-CLICK HERE TO EDIT) < 975Mean normalized L1 distance654321Conventional [4]Seg-FD + Uesaka [16]Seg-FD + Proposed schemeMean normalized L1 distance4321Conventional [4]Seg-FD + Uesaka [16]Seg-FD + Proposed scheme02 4 6 8 10 12 14 16Compression rate CR (%)(a)702 4 6 8 10 12 14 16Compression rate CR (%)(a)5Mean normalized L2 distance654321Conventional [4]Seg-FD + Uesaka [16]Seg-FD + Proposed schemeMean normalized L2 distance4321Conventional [4]Seg-FD + Uesaka [16]Seg-FD + Proposed scheme02 4 6 8 10 12 14 16Compression rate CR (%)(b)Fig. 15. The average reconstruction errors of closed boundaries computedon the MPEG-7 database under varied compression rates: (a) the averagenormalized L1 error; (b) the average normalized L2 error.02 4 6 8 10 12 14 16Compression rate CR (%)(b)Fig. 16. The average reconstruction errors of closed boundaries computedon 50 Chinese characters under varied compression rates: (a) the averagenormalized L1 error; (b) the average normalized L2 error.method, <strong>and</strong> Seg-FD + the proposed Fourier descriptorscheme — on both the MPEG-7 database <strong>and</strong> the 50 Chinesecharacters. Other Fourier descriptors included in thenon-closed segment case are not considered in Seg-FD becauseof the lack of the end point preserving property. Since eachChinese character may contains several disconnected parts withouter or even inner contours (as illustrated in Fig. 14), Seg-FD<strong>and</strong> boundary compression are performed on each contourseparately; the reconstruction error, nevertheless, is computedaccording to the whole character.’As described in Section IV-B, a balance parameter BP isrequired to set in the proposed Seg-FD framework to allot theremained K complex values into P DFT coefficient <strong>and</strong> Lcorners (P + K = L). In our implementation, we go through 10possible BPs (from 0.1 to 1 with a uniform 0.1 interval) <strong>and</strong>select the one that results in the lowest reconstruction error foreach image. The case Seg-FD with BP = 0 is not consideredsince it is the conventional Fourier descriptor. The compressionrate CR defined for Seg-FD is:K PLCR 100% 100%. (14)N NThe average reconstruction errors computed on the MPEG-7database (all the 1400 images are included) are shown in Fig.15 where Seg-FD + the proposed scheme outperforms the othertwo methods, especially Seg-FD + Uesaka’s method. This factpresents the advantage of applying the proposed scheme onrecording non-closed segments against Uesaka’s method. Theexperimental results also demonstrate the usage of Seg-FD(with the proposed Fourier descriptor scheme) for closedboundary compression. Fig. 18 presents several examples ofthe reconstructed closed boundaries at CR = 0.3 <strong>and</strong> 0.7.In Fig. 16, the reconstruction errors computed on the 50Chinese characters are present where Seg-FD + the proposedscheme still outperforms the other two methods, demonstratingits effectiveness on various shape types. Fig. 19 also presents

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