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ITU-T Recommendation X.1086 Telebiometric Protection Procedure - A Guideline to Technical and Managerial Countermeasures for Biometric Data Security´Â ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÌ ¿î¿µµÉ ¶§ ¹ß»ýÇÏ´Â Åë½Å»óÀÇ °ø°Ý°ú ¹æ¾î¿¡ ´ëÇÏ¿© ±â¼úÀû, °ü¸®Àû °üÁ¡¿¡¼ ±â¼úÇϰí ÀÖ´Ù. À̶§ ¿î¿µµÇ´Â ½Ã½ºÅÛÀº ´ÜÀÏ ¹ÙÀÌ¿ÀÁ¤º¸¸¦ ÀÌ¿ëÇÏ´Â ´ÜÀÏ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÌ´Ù. º¸¾È°ú ½Å·Ú¼ºÀÇ °üÁ¡¿¡¼ ´ÜÀÏ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀ» ¸ÖƼ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀ¸·ÎÀÇ È®ÀåÀÌ ½ÃµµµÇ°í ÀÖ´Ù. ¸ÖƼ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀº ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÇ ¿î¿µÀÌ ¸ÖƼ ¹ÙÀÌ¿ÀÁ¤º¸ÀÇ »ç¿ë°ú ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÇ °¢ ´Ü°è »óÀÇ À¶ÇÕ(Fusion)ÀÌ ÀÌ·ç¾îÁö´Â ½Ã½ºÅÛÀÌ´Ù.
¸ÖƼ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛ¿¡¼ÀÇ À¶ÇÕ
¸ÖƼ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀº ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÌ ¿ø°ÝÁö¿¡¼ ¿î¿µµÉ ¶§ ½Ã½ºÅÛÀÇ Ã³¸® ´Ü°è¿¡¼ °¢°¢ÀÇ ¸ðµâµé¿¡ ´ëÇÑ À¶ÇÕ(Fusion)ÀÌ ¹ß»ýÇÑ´Ù. ÇϳªÀÇ ¹ÙÀÌ¿ÀÁ¤º¸¸¦ ÀÌ¿ëÇÏ´Â ´ÜÀÏ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛ¿¡ ºñÇÏ¿© 2°³ ÀÌ»óÀÇ ¹ÙÀÌ¿ÀÁ¤º¸¸¦ ÀÌ¿ëÇÏ´Â ´ÙÁß¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÇ °æ¿ì, ¹ÙÀÌ¿ÀÁ¤º¸ÀÇ ´©Ãâ¿¡ µû¸¥ ÇÇÇØ°¡ ¹ß»ýÇÒ °ÍÀÌ´Ù. ´ÙÁß ¹ÙÀÌ¿ÀÀνÄÀÇ °æ¿ì, ¾Æ·¡ ±×¸²¿¡¼ µµ½ÃÇÏ´Â °Í°ú °°ÀÌ, ÅëÇÕ ¸ðµâÀÌ ¾î´À À§Ä¡¿¡ Á¸ÀçÇϴ°¡¿¡ µû¶ó Sample Level¿¡¼ÀÇ ÅëÇÕ, Feature Level¿¡¼ÀÇ ÅëÇÕ, Score Level¿¡¼ÀÇ ÅëÇÕ, Decision Level¿¡¼ÀÇ ÅëÇÕÀ¸·Î ³ª´ ¼ö ÀÖ´Ù.
<±×¸² 1> ¸ÖƼ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛ ¿î¿µ ´Ü°è¿¡¼ÀÇ À¶ÇÕ
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Á¦½ÃÇÏ´Â ±Ç°í»çÇ×µéÀº ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÌ Åë½Å»ó¿¡¼ »ç¿ëµÉ ¶§ ¹ß»ýÇÏ´Â °ø°Ý°ú ¹æ¾îÃ¥¿¡ ´ëÇÑ ±Ç°í¾È(X.1086)À» ¼ö¿ëÇϸé¼, Ãß°¡·Î ´ÙÁß ¹ÙÀÌ¿ÀÁ¤º¸¸¦ ³×Æ®¿öÅ© »ó¿¡¼ ¼Û¼ö½ÅÇØ¾ß ÇÏ´Â ´ÙÁß ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÇ Æ¯¼º¼ºÀ» °í·ÁÇÑ °ø°Ý°ú º¸¾È´ëÃ¥À» Á¦½ÃÇϰí ÀÖ´Ù.
¸ÖƼ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÇ Sample Level Fusion¿¡¼, ¸ðµâÀÌ ¹ÙÀÌ¿ÀÀÎ½Ä ÀÔ·Â ÀåÄ¡·ÎºÎÅÍ ´ÙÁß ¹ÙÀÌ¿ÀÁ¤º¸¸¦ ȹµæÇϰųª ¿ø½Ã ¹ÙÀÌ¿ÀÁ¤º¸ÀÇ Á¤º¸ÀÇ Á¶ÇÕÀ¸·ÎºÎÅÍ Ã³¸®µÈ ´ÜÀÏ ¹ÙÀÌ¿ÀÁ¤º¸¸¦ »ý¼ºÇÏ´Â °æ¿ì¿¡ ¹ß»ýÇÑ´Ù. ¹ÙÀÌ¿ÀÁ¤º¸ÀÇ À¶ÇÕÀº Ư¡ ÃßÃâÀ» À§ÇÏ¿© Signal processing ´Ü°è·Î Àü¼ÛµÇ°í, À̶§ ó¸®µÈ °á°ú¸¦ ¹ÙÅÁÀ¸·Î ÁøÀ§¿©ºÎ¸¦ °áÁ¤ÇÏ°Ô µÈ´Ù. Àü´ÞµÇ´Â Á¤º¸°¡ °¡Â¥À̰ųª ÈÑ¼ÕµÈ °æ¿ì¿¡´Â »ç¿ëÀÚÀÇ ÁøÀ§¿©ºÎ °á°ú¿¡ ´ëÇÑ ½Å·Ú¼ºÀÌ ³·¾ÆÁú °ÍÀÌ´Ù.
<±×¸² 2> ¸ÖƼ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛ»óÀÇ °ø°Ý
¿¹¸¦ µé¾î, <±×¸² 2>ÀÇ Samlple Level Fusion ´Ü°è¿¡¼ÀÇ °ø°ÝÀº, ¹ÙÀÌ¿ÀÀÎ½Ä µ¥ÀÌÅͰ¡ ȹµæµÇ´Â ´Ü¸»±â¿¡¼ ¹ß»ýÇÏ´Â °ø°ÝÀ¸·Î, ºÒ¼øÇÑ ÀǵµÀÇ »ç¿ëÀÚ°¡ ´Ü¸»±â¸¦ ÀÌ¿ëÇÏ¿© °¡Â¥ ¹ÙÀÌ¿ÀÁ¤º¸¸¦ ÀÌ¿ëÇÏ¿© °ø°ÝÀ» ½ÃµµÇÒ ¼ö ÀÖ´Â °ÍÀ» ³ªÅ¸³½´Ù. ¶Ç´Â Á¤È®ÇÑ ¹ÙÀÌ¿ÀÁ¤º¸¸¦ Àü¼Û¹Þ¾Æ ¹ÙÀÌ¿ÀÁ¤º¸ÀÇ Æ¯Â¡¿ä¼Ò¸¦ ÃßÃâÇÏ´Â Signal Processing ´Ü°è¿¡¼ À߸øµÈ Ư¡ Á¤º¸¸¦ ÃßÃâÇϵµ·Ï ÇÏ´Â °ø°ÝÀ» ¹Þ¾Æ À߸øµÈ Ư¡ Á¤º¸¸¦ ÃßÃâÇϰí, À̸¦ Àü¼ÛÇÏ¿© ħÀÔÀÚÀÇ Á¤º¸°¡ Á¤È®ÇÑ »ç¿ëÀÚÀÇ ID·Î ÀúÀåµÇ°Å³ª ºñ±³µÉ ¼öµµ ÀÖÀ» °ÍÀÌ´Ù. ÀÌ»ó°ú °°ÀÌ ¸ÖƼ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀÇ °¢ ¸ðµâ¿¡¼ ¹ß»ý °¡´ÉÇÑ °ø°ÝÀº ¾Æ·¡¿Í °°´Ù.
1. Sample Level Fusion:
• °ø°Ý»çÇ×
- ¾ÇÀÇÀûÀÎ ÇÁ·Î±×·¥¿¡ ÀÇÇØ ºÎÁ¤È®ÇÏ°Ô À¶ÇÕµÈ µ¥ÀÌÅÍÀÇ »ý¼º
- ´Ù¸¥ ¼¾½Ì Àåºñ¸¦ »ç¿ëÇÏ¿© »ç¿ëÀÚÀÇ ¹ÙÀÌ¿ÀÁ¤º¸°¡ ȹµæµÉ ¶§, ¹ÙÀÌ¿ÀÁ¤º¸¸¦ ¼öÁ¤
- Çϳª ÀÌ»óÀÇ ¹ÙÀÌ¿ÀÁ¤º¸°¡ ¼±ÅõǾúÀ» ¶§ 󸮽ð£À̳ª º¹À⼺ÀÌ Áõ°¡
• ¹æ¾î¿ä¼Ò
- ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛ¿¡ ¼³Ä¡µÈ ¿ÜºÎ ÇÁ·Î±×·¥¿¡ ÀÇÇÏ¿© µ¥ÀÌÅͰ¡ Á¶ÀÛµÇÁö ¾Êµµ·Ï º¸È£
- ¿ø½Ã µ¥ÀÌÅͰ¡ ȹµæµÉ ¶§ º¸È£ ÀýÂ÷¸¦ Á¦°ø
- ȹµæÀåºñÀÇ»ç¿ëÀ̳ª ºñÇùÁ¶ÀûÀÎ »ç¿ëÀÚ¸¦ À§ÇÏ¿© µ¥ÀÌÅÍ È¹µæ ½Ã³ª¸®¿À¸¦ ±¸¼º
2. Feature Level Fusion
• °ø°Ý»çÇ×
- ºÒ¸íÈ®ÇÑ µ¥ÀÌÅÍ À¶ÇÕÀÌ °ø°ÝÀÚ¿¡ ÀÇÇÏ¿© °ø°ÝÀÌ ½ÃµµµÇ°Å³ª, ¾ÇÀÇÀûÀÎ ÇÁ·Î±×·¥¿¡ ÀÇÇÏ¿© ¹ß»ý
- Ư¡ ÃßÃ⠴ܰ迡¼ÀÇ À¶ÇÕ¿¡¼ ºÒ¸íÈ®ÇÑ Æ¯Â¡ ÁýÇÕÀ̳ª ȣȯ¼ºÀÌ ¾ø´Â Ư¡µé ¶§¹®¿¡ ½ÇÇàÇϱⰡ ¾î·Á¿öÁü
• ¹æ¾î¿ä¼Ò
- ±³Ã¼³ª ¼öÁ¤À» ¿¹¹æÇϱâ À§ÇÏ¿©, ħÀÔÀÚ³ª ºÒ¹ýÀûÀÎ °ø°Ý¿¡ ´ëÇÏ¿© º¸°íÇÒ ¼ö ÀÖ´Â ¹æ¹ýÀÌ Á¦°øµÇ¾î¾ß ÇÔ
- À¶ÇÕÀ» Çϱâ À§ÇÏ¿©, À¶ÇÕÀ» À§ÇÑ Æ¯Â¡ µ¥ÀÌÅÍ´Â ´ëÀÀµÇ´Â °ø°£»ó¿¡ Çϳª ÀÌ»óÀÇ µ¥ÀÌÅÍ·Î Á¶Çյǵµ·Ï ÇÔ
3. Score Level Fusion
• °ø°Ý»çÇ×
- ¾ÇÀÇÀûÀÎ ÇÁ·Î±×·¥¿¡ ÀÇÇÏ¿© ºÎÁ¤È®ÇÏ°Ô À¶ÇÕµÈ Á¤ÇÕ µ¥ÀÌÅͰ¡ »ý¼º
- ¹ÙÀÌ¿ÀÁ¤º¸ ¿ä¼ÒÀÇ ´Ù¸¥ Ư¡µéÀ» »ç¿ëÇÒ ¶§, Á¤ÇÕ ¾Ë°í¸®ÁòÀº ÀÌµé Æ¯Â¡µé¿¡ µû¶ó ±¸ºÐµÇ¾î¾ß ÇÔ
• ¹æ¾î¿ä¼Ò
- ÅÛÇø´ÀÌ ¼³Ä¡µÈ ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛÀ̳ª ¿ÜºÎ ÇÁ·Î±×·¥¿¡ ÀÇÇØ ó¸®µÉ ¶§ µ¥ÀÌÅÍ Ã³¸®¸¦ º¸È£Çϱâ À§ÇÑ ¹æ¹ýÀÌ Á¦°øÇØ¾ß ÇÔ
- Á¤ÇÕ ¾Ë°í¸®ÁòÀÌ À̵é Á¤ÇÕ ´Ü°è¿¡¼ Ư¡µéÀÌ ´Ù¾çÇÏ°Ô °í·ÁµÉ ¶§, °¢°¢ÀÇ Æ¯Â¡µéÀÌ Á¤ÇյǾî¾ß ÇÏ´Â ¾Ë°í¸®ÁòÀÌ Á¤ÀǵǾî¾ß ÇÔ
4. Decision Level Fusion
• °ø°Ý»çÇ×
- Á¶ÀÛµÈ ºñ±³ °á°ú°¡ ºñ±³ÇϰíÀÚ ÇÏ´Â ¸ðµâµé·ÎºÎÅÍ È¹µæ
- ºÎÁ¤È®ÇÑ °á°ú µ¥ÀÌÅͰ¡ ¾ÇÀÇÀûÀÎ ÇÁ·Î±×·¥¿¡ ÀÇÇØ »ý¼º
• ¹æ¾î¿ä¼Ò
- °¨½ÃÇÏ´Â º¸È£ ¹æ¹ýµé¿¡ ÀÇÇÏ¿© °Ë»ç ¹æ¹ý Á¦°ø
- ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛ¿¡ ÀÇÇØ ¼³Ä¡µÈ ÀÌµé ¿¹¿ÜÀûÀÎ ¿ÜºÎ ÇÁ·Î±×·¥¿¡ ÀÇÇØ µ¥ÀÌÅÍÀÇ Á¶ÀÛÀ» ¿¹¹æÇÏ´Â ¹æ¹ýÀÌ Á¦°ø
ÀÌ»ó°ú °°ÀÌ ¸ÖƼ¹ÙÀÌ¿ÀÀÎ½Ä ½Ã½ºÅÛ»ó¿¡¼ ¹ß»ýÇÏ´Â °ø°Ý°ú ÇØ´ç °ø°ÝÀ» ¹æ¾îÇϰíÀÚ ÇÏ´Â ¹æ¾î¿ä¼Ò¿¡ ´ëÇÏ¿© ITU-T Recommendation X.1086 °³Á¤¾È1 (Telebiometric Protection Procedure - A Guideline to Technical and Managerial Countermeasures for Biometric Data Security : Multibiometric Protection Procedures)¿¡¼ ±â¼úÇϰí ÀÖ´Ù.