ÇѱÛÁ¦¸ñ(Korean Title) |
½ÉÃþ½Å°æ¸ÁÀÇ Quantization ÇнÀ¿¡ ´ëÇÑ ½Ã°£°ú Á¤È®µµÀÇ Trade-Off ºÐ¼® ¹× ÃÖ¼Ò ÇнÀ·® µµÃâ |
¿µ¹®Á¦¸ñ(English Title) |
Time and Accuracy Trade-Off analysis and Minimum learning amount for Deep Neural Network Quantization Learning |
ÀúÀÚ(Author) |
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Kang Choi
Dongbin Cho
Jiwon Seo
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¿ø¹®¼ö·Ïó(Citation) |
VOL 47 NO. 02 PP. 0754 ~ 0756 (2020. 12) |
Çѱ۳»¿ë (Korean Abstract) |
½ÉÃþ ½Å°æ¸Á¿¡¼ QuantizationÀº ÀÔ·Â µ¥ÀÌÅÍ¿Í °¡ÁßÄ¡¿Í °°ÀÌ ¿¬¼ÓµÈ ½Ç¼ö·Î Ç¥ÇöµÈ °ªÀ» ÀÌ»êÀûÀÎ Á¤¼ö·Î ±Ù»ç ÇÏ¿© °è»êÇÏ´Â ±â¹ýÀÌ´Ù. QuantizationÀº Á¤¼ö ÇüÅ·Π±Ù»ç¸¦ Çϱâ À§ÇØ Á¤¼öÇü ±¸°£À» Á¤ÇØ ¿µÁ¡À» ¼³Á¤ÇÏ°í ½ºÄÉÀϸµÀ» ÁøÇàÇÏ°Ô µÈ´Ù. ÇÏÁö¸¸ ¸¹Àº ÀÔ·Â µ¥ÀÌÅÍ¿¡ ´ëÇØ Á¤È®µµ¸¦ À¯ÁöÇÏ¸é¼ ¿µÁ¡°ú ½ºÄÉÀϸµÀ» ã±â À§ÇØ Fine-TuningÀ» ÇнÀÇÏ´Â ½Ã°£ÀÌ ¸¹ÀÌ °É¸®°Ô µÈ´Ù. º» ³í¹®¿¡¼´Â QuantizationÀ» Çϱâ À§ÇØ ¿ä±¸µÇ´Â ¿µÁ¡(Zero Point)°ú ½ºÄÉÀÏ(Scale)À» ã±â À§ÇØ Fine-Tuning ÇнÀ ½Ã ½Ã°£ ´ëºñ Á¤È®µµÀÇ Trade-Off¸¦ ºÐ¼®ÇÏ°í, ¸ðµ¨¿¡ µû¸¥ ÀÌ»óÀûÀÎ ÇнÀ ¼öÇà·®À» ã´Âµ¥ ¸ñÇ¥°¡ ÀÖ´Ù.
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¿µ¹®³»¿ë (English Abstract) |
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