Çѱ¹Á¤º¸Åë½ÅÇÐȸ ³í¹®Áö (Journal of the Korea Institute of Information and Communication Engineering)
Current Result Document :
ÇѱÛÁ¦¸ñ(Korean Title) |
À¯ÀüÀÚ ¾Ë°í¸®ÁòÀ» ÀÌ¿ëÇÑ È¿°úÀûÀÎ ¿µ»ó »ý¼º ±â¹ý |
¿µ¹®Á¦¸ñ(English Title) |
An Effective Method for Generating Images Using Genetic Algorithm |
ÀúÀÚ(Author) |
Â÷ÁÖÇü
¿ì¿µ¿î
ÀÌÀÓ°Ç
Joo Hyoung Cha
Young Woon Woo
Imgeun Lee
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¿ø¹®¼ö·Ïó(Citation) |
VOL 23 NO. 08 PP. 0896 ~ 0902 (2019. 08) |
Çѱ۳»¿ë (Korean Abstract) |
º» ³í¹®¿¡¼´Â À¯ÀüÀÚ ¾Ë°í¸®ÁòÀ» ÀÌ¿ëÇÏ¿© ±âÁ¸ ¿µ»ó°ú À¯»çÇÑ ¿µ»óÀ» ÀÚµ¿À¸·Î »ý¼ºÇÏ´Â µÎ °¡Áö ¹æ¹ýÀ» Á¦¾ÈÇÏ¿´´Ù. ½ÇÇèÀº °¢°¢ÀÇ Á¦¾ÈµÈ ¹æ¹ýÀ» »ç¿ëÇÏ¿© µÎ °¡Áö Å©±â (256 ¡¿ 256, 512 ¡¿ 512)ÀÇ Èæ¹é ¿µ»ó°ú Ä÷¯ ¿µ»ó¿¡¼ ¼öÇàµÇ¾ú´Ù. ½ÇÇè °á°ú, Àüü ¿µ»óÀ» ºÐÇÒµÈ ¼ºê ¿µ»óÀ¸·Î ±¸ºÐÇÏ¿© ¸ðµ¨¸µÇÑ ÈÄ ÁøÈÇÏ´Â ±â¹ýÀÌ Àüü ¿µ»óÀ» ´ÜÀÏ À¯ÀüÀÚ·Î ¸ðµ¨¸µÇÏ¿© ÁøÈÇÑ´Ù´Â °Íº¸´Ù ÈξÀ Á¤±³ÇÏ°í ÁøÈ ¼Óµµµµ ºü¸£´Ù´Â °ÍÀ» È®ÀÎÇÒ ¼ö ÀÖ¾ú´Ù. µû¶ó¼ ÇâÈÄ ±âÁ¸ ¿µ»ó°ú À¯»çÇÑ ¿µ»óÀ» »ý¼ºÇϰųª ´Ù¸¥ ¿µ»óÀ¸·ÎºÎÅÍ ÇÕ¼ºµÈ ¿µ»óÀ» ½Å¼ÓÇÏ°í ÀÚ¿¬½º·´°Ô ÇнÀÇϱâ À§Çؼ´Â ¿µ»óÀ» ºÐÇÒÇÏ¿© À¯ÀüÀÚ¸¦ ¸ðµ¨¸µ ÇÏ´Â ±â¹ýÀ» ÀÌ¿ëÇÏ¿© À¯ÀüÀÚ ¸ðµ¨¸µ, ¼±ÅÃ, ±³Â÷, µ¹¿¬º¯ÀÌ ±â¹ý µîÀ» ½ÅÁßÇÏ°Ô °áÁ¤ÇØ¾ß ÇÒ ÇÊ¿ä°¡ ÀÖ´Ù.
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¿µ¹®³»¿ë (English Abstract) |
In this paper, we proposed two methods to automatically generate color images similar to existing images using genetic algorithms. Experiments were performed on two different sizes(256¡¿256, 512¡¿512) of gray and color images using each of the proposed methods. Experimental results show that there are significant differences in the evolutionary performance of each technique in genetic modeling for image generation. In the results, evolving the whole image into sub-images evolves much more effective than modeling and evolving it into a single gene, and the generated images are much more sophisticated. Therefore, we could find that gene modeling, selection method, crossover method and mutation rate, should be carefully decided in order to generate an image similar to the existing image in the future, or to learn quickly and naturally to generate an image synthesized from different images.
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Å°¿öµå(Keyword) |
À¯ÀüÀÚ ¾Ë°í¸®Áò
¿µ»ó »ý¼º
À¯ÀüÀÚ ¸ðµ¨¸µ
¿µ»ó ÇÕ¼º
Genetic algorithm
Image generation
Gene modeling
Image synthesis
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