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seeyoutube-backend-yolov5

๊ธฐ์กด์˜ YOLOV5 ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ์ˆ˜์ •ํ•˜์—ฌ ๋™์˜์ƒ์—์„œ ๊ฐ์ฒด๋ฅผ ์ธ์‹ํ•จ๊ณผ ๋™์‹œ์— ๊ฐ์ฒด ๋ฐ์ดํ„ฐ๋ฅผ ์ถœ๋ ฅํ•˜๊ณ  ๋ฐ์ดํ„ฐ๋ฅผ ๋ชจ์€ ํ•˜๋‚˜์˜ csvํŒŒ์ผ์„ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.


ํ”„๋กœ์ ํŠธ ์†Œ๊ฐœ

sample_detection (1) (online-video-cutter com) (1)

detects.py

  • ๋™์˜์ƒ ํŒŒ์ผ์„ detectํ•˜๋ฉด ๊ฐ์ฒด๋ฅผ ์ธ์‹ํ•˜์—ฌ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค
  • ๋งค ์ดˆ๋งˆ๋‹ค ์‹œ๊ฐ„, ํƒ์ง€๋œ ๊ฐ์ฒด์˜ ์ด๋ฆ„, Bounding Box ์ขŒํ‘œ ๋ฐ์ดํ„ฐ๋ฅผ ์ถœ๋ ฅํ•ฉ๋‹ˆ๋‹ค.
  • ๋ชจ๋“  ํƒ์ง€ ๊ฒฐ๊ณผ ๋ฐ์ดํ„ฐ๋ฅผ ํ•˜๋‚˜์˜ csvํŒŒ์ผ๋กœ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.

๋ฐ˜๋””์บ ์บก์ณ


์ค€๋น„์‚ฌํ•ญ

  • Google Colab์— ์ ‘์†ํ•  Google ID

ํ”„๋กœ์ ํŠธ ์‹คํ–‰ ํ™˜๊ฒฝ

  • Google Colab

ํ”„๋กœ์ ํŠธ ์‹คํ–‰ ๋ฐฉ๋ฒ•

  1. 'seeyoutube-backend-yolov5' repository์—์„œ ObjectDetection.ipynb๋ฅผ ๋“ค์–ด๊ฐ€ 'Colab์—์„œ ์—ด๊ธฐ' ๋ฒ„ํŠผ์„ ํด๋ฆญํ•ฉ๋‹ˆ๋‹ค.
  2. ์ž‘์„ฑ๋˜์–ด ์žˆ๋Š” ๋ช…๋ น์–ด๋ฅผ ์ˆœ์„œ๋Œ€๋กœ ์‹คํ–‰์‹œํ‚ต๋‹ˆ๋‹ค.
  3. ๋งˆ์ง€๋ง‰ detect ๋ช…๋ น์–ด๋ฅผ ์‹คํ–‰ํ•˜๋ฉด ์‹ค์‹œ๊ฐ„์œผ๋กœ ์ƒ˜ํ”Œ ๋™์˜์ƒ์ด detection๋˜๋ฉด์„œ ๊ฐ์ฒด ๋ฐ์ดํ„ฐ๊ฐ€ ์ถœ๋ ฅ ๋ฐ csvํŒŒ์ผ์ด ์ƒ์„ฑ๋˜๋Š” ๊ฒƒ์„ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  4. detect๋œ ๋™์˜์ƒ ํŒŒ์ผ์€ ๋งˆ์ง€๋ง‰ detect ๋ช…๋ น์–ด ์‹คํ–‰ ๊ฒฐ๊ณผ์ฐฝ์˜ ๋งˆ์ง€๋ง‰ ์ค„์— ์ ํ˜€ ์žˆ๋Š” ํŒŒ์ผ์— ๋“ค์–ด๊ฐ€ ๋‹ค์šด๋กœ๋“œํ•˜์—ฌ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

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