Colour vector angle has been widely used in edge detection and image retrieval, but its investigation in image hashing is still limited. In this study, the authors investigate the use of colour vector angle in image hashing and propose a robust hashing algorithm combining colour vector angles with discrete wavelet transform (DWT). Specifically, the input image is firstly resized to a normalised size by bi-cubic interpolation and blurred by a Gaussian low-pass filter. Colour vector angles are then calculated and divided into non-overlapping blocks. Next, block means of colour vector angles are extracted to form a feature matrix, which is further compressed by DWT. Image hash is finally formed by those DWT coefficients in the LL sub-band. Experiments show that the proposed hashing is robust against normal digital operations, such as JPEG compression, watermarking embedding and rotation within 5 degrees. Receiver operating characteristics curve comparisons are conducted and the results show that the proposed hashing is better than some well-known algorithms.
机构:
Univ Bradford, Sch Comp Informat & Media, Digital Media & Syst Res Inst, Bradford BD7 1DP, W Yorkshire, EnglandUniv Bradford, Sch Comp Informat & Media, Digital Media & Syst Res Inst, Bradford BD7 1DP, W Yorkshire, England
Khelifi, Fouad
;
Jiang, Jianmin
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Univ Bradford, Sch Comp Informat & Media, Digital Media & Syst Res Inst, Bradford BD7 1DP, W Yorkshire, EnglandUniv Bradford, Sch Comp Informat & Media, Digital Media & Syst Res Inst, Bradford BD7 1DP, W Yorkshire, England
机构:
City Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R China
Liu, Fang
;
Cheng, Lee-Ming
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City Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R China
Cheng, Lee-Ming
;
Leung, Hon-Yin
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City Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R China
Leung, Hon-Yin
;
Fu, Qi-Kai
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City Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R China
机构:
Univ Bradford, Sch Comp Informat & Media, Digital Media & Syst Res Inst, Bradford BD7 1DP, W Yorkshire, EnglandUniv Bradford, Sch Comp Informat & Media, Digital Media & Syst Res Inst, Bradford BD7 1DP, W Yorkshire, England
Khelifi, Fouad
;
Jiang, Jianmin
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机构:
Univ Bradford, Sch Comp Informat & Media, Digital Media & Syst Res Inst, Bradford BD7 1DP, W Yorkshire, EnglandUniv Bradford, Sch Comp Informat & Media, Digital Media & Syst Res Inst, Bradford BD7 1DP, W Yorkshire, England
机构:
City Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R China
Liu, Fang
;
Cheng, Lee-Ming
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机构:
City Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R China
Cheng, Lee-Ming
;
Leung, Hon-Yin
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机构:
City Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R China
Leung, Hon-Yin
;
Fu, Qi-Kai
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h-index: 0
机构:
City Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Elect Engn, Kowloon Tong, Hong Kong, Peoples R China