Current Result Document :
ÇѱÛÁ¦¸ñ(Korean Title) |
Transformer¸¦ ÀÌ¿ëÇÑ Deep Fake ºÐ·ù |
¿µ¹®Á¦¸ñ(English Title) |
Deep Fake Detection using Transformer |
ÀúÀÚ(Author) |
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NaHun Kim
Kang Choi
JiWon Seo
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¿ø¹®¼ö·Ïó(Citation) |
VOL 49 NO. 01 PP. 0720 ~ 0721 (2022. 06) |
Çѱ۳»¿ë (Korean Abstract) |
ÃÖ±Ù Generative Adversarial Networks(GANs)À» ÅëÇÑ Deep Image Synthesis ±â¼ú ¹ßÀüÀ¸·Î µ¥ÀÌÅÍÀÇ ÁøÀ§ ÆǺ°¿¡ ´ëÇÑ °ü½ÉÀÌ ´ëµÎµÇ¾ú´Ù. Deep Fake Image´Â ÁøÂ¥(Real)ÀÎÁö °¡Â¥(Fake)ÀÎÁö ±¸º°ÇÏ´Â °ÍÀÌ ½±Áö ¾Ê±â ¶§¹®¿¡ ´ëÁß¿¡°Ô À§ÇùÀûÀ¸·Î ´Ù°¡¿À°í ÀÖ´Ù. Vision ºÐ¾ß¿¡¼´Â ÀÌ·¯ÇÑ Image Classification ÀÛ¾÷¿¡ Convolutional Neural Networks(CNNs)¸¦ »ç¿ëÇßÁö¸¸, ÃÖ±Ù¿¡´Â Natural Language Processing(NLP) ºÐ¾ß¿¡¼ Transformer ±¸Á¶°¡ Å« ¼º°øÀ» ÀÌ·ç¸é¼ Vision ºÐ¾ß¿¡¼ À̸¦ Àû¿ëÇϱâ À§ÇÑ ¿¬±¸¸¦ ½ÃÀÛÇß´Ù. µû¶ó¼ º» ³í¹®¿¡¼´Â Transformer ±¸Á¶¸¦ ÀÌ¿ëÇÏ¿© È¿À²ÀûÀ¸·Î Deep Fake DetectionÀ» ¼öÇàÇÏ´Â ¹æ¹ýÀ» Á¦¾ÈÇÑ´Ù. |
¿µ¹®³»¿ë (English Abstract) |
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Å°¿öµå(Keyword) |
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