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1995 International Conference on Image Processing (ICIP'95) - Volume 1
Color image retrieval based on hidden Markov models
Washington D.C.
October 23-October 26
ISBN: 0-8186-7310-9
Hsin-Chih Lin, Inst. of Comput. Sci., Nat. Tsing Hua Univ., Hsinchu, Taiwan
Ling-Ling Wang, Inst. of Comput. Sci., Nat. Tsing Hua Univ., Hsinchu, Taiwan
Shi-Nine Yang, Inst. of Comput. Sci., Nat. Tsing Hua Univ., Hsinchu, Taiwan
A new approach to retrieving images from a color image database is proposed in this paper. Each image in the database is represented by a pseudo two-dimensional hidden Markov model (2D PHMM), where both the chromatic and spatial information about the image could be adequately involved. In addition, a pictorial querying method is used, by which the users can paint only rough contents of the desired images if their information concerning the desired images is not crisp. The use of the flexible querying mechanism and 2D PHMMs eliminates the drawbacks of utilizing textual descriptions to retrieve images. Furthermore, effective statistical matching between the query picture and each image in the database can be achieved. The probability of the query picture generated by each 2D PHMM is just considered as the matching score between the query and the corresponding image. The images which best satisfy the query can thus be retrieved. Promising experimental results show the feasibility and effectiveness of the proposed approach.
Index Terms:
hidden Markov models; visual databases; image representation; statistical analysis; image matching; probability; color image retrieval; hidden Markov models; color image database; pseudo two-dimensional HMM; spatial information; chromatic information; pictorial querying method; flexible querying mechanism; effective statistical matching; probability
Citation:
Hsin-Chih Lin, Ling-Ling Wang, Shi-Nine Yang, "Color image retrieval based on hidden Markov models," icip, vol. 1, pp.342, 1995 International Conference on Image Processing (ICIP'95) - Volume 1, 1995
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