๋ณธ๋ฌธ ๋ฐ”๋กœ๊ฐ€๊ธฐ

๐Ÿš“ Self Study/๐ŸŸก Deep Learning Paper1

YOLO9000 ๋…ผ๋ฌธ ๋ฆฌ๋ทฐ ๋Œ€๋ถ€๋ถ„์˜ Object Detection ๋ฐฉ๋ฒ•์ด ์—ฌ์ „ํžˆ ์ž‘์€ ๋ฌผ์ฒด๋ฅผ ๊ฐ์ง€ํ•˜๋Š”๋ฐ ์–ด๋ ค์›€์„ ๊ฒช๊ณ  ์žˆ๋‹ค. ์ตœ๊ทผ Object Detection์˜ Dataset์ด ๋‹ค๋ฅธ Task ๋ชจ๋ธ์˜ Dataset๊ณผ ๋‹ค๋ฅด๊ฒŒ ์ œํ•œ์ ์ด๋‹ค. ๋ฌผ์ฒด์˜ level์— ๋”ฐ๋ผ ํฌ๊ธฐ๋ฅผ Detect ํ•˜๊ณ  ์‹ถ์ง€๋งŒ Classification์ด๋‚˜ Tagging์— ๋น„ํ•ด์„œ ๋ผ๋ฒจ๋ง์„ ํ•  ๋•Œ ๋” ๋งŽ์€ ์—ฐ์‚ฐ์ด ์š”๊ตฌ๋œ๋‹ค. ๊ทธ๋ž˜์„œ ๊ธฐ์กด์— ๊ฐ€์ง€๊ณ  ์žˆ๋˜ Classification Data๋ฅผ ์‚ฌ์šฉํ•ด์„œ Detection ์ฒด๊ณ„๋กœ ๋ฒ”์œ„๋ฅผ ํ™•์žฅํ•ด์„œ ์‚ฌ์šฉํ•œ๋‹ค. Joint ํ•™์Šต ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ์ ์šฉํ•ด์„œ ๋ฌผ์ฒด์˜ ์œ„์น˜๋ฅผ ์ •ํ™•ํ•˜๊ฒŒ ํ•™์Šตํ•จ๊ณผ ๋™์‹œ์— ํ•ด๋‹น ๋ฌผ์ฒด์˜ Classification ๋˜ํ•œ ์ง„ํ–‰ํ•  ์ˆ˜ ์žˆ๋‹ค. ์‹ค์‹œ๊ฐ„ Object Detector๋กœ 9000๊ฐœ์˜ ๋‹ค๋ฅธ ๋ฌผ์ฒด๋ฅผ ๊ฐ์ง€ํ•  ์ˆ˜ ์žˆ๋‹ค. ๊ธฐ์กด์˜.. 2022. 10. 6.

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