์ฝ˜ํ…์ธ ๋กœ ๊ฑด๋„ˆ๋›ฐ๊ธฐ

์ŠคํŠธ๋ฆผ๋ผ์ดํŠธ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์‚ฌ์šฉํ•œ ์‹ค์‹œ๊ฐ„ ์ถ”๋ก  Ultralytics YOLOv8

์†Œ๊ฐœ

Streamlit์„ ์‚ฌ์šฉํ•˜๋ฉด ์ธํ„ฐ๋ž™ํ‹ฐ๋ธŒ ์›น ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ๊ฐ„ํŽธํ•˜๊ฒŒ ๊ตฌ์ถ•ํ•˜๊ณ  ๋ฐฐํฌํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. Ultralytics YOLOv8 ๋ธŒ๋ผ์šฐ์ €์—์„œ ์ง์ ‘ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด๋ฅผ ๊ฐ์ง€ํ•˜๊ณ  ๋ถ„์„ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. YOLOv8 ๋†’์€ ์ •ํ™•๋„์™€ ์†๋„๋กœ ๋ผ์ด๋ธŒ ๋น„๋””์˜ค ์ŠคํŠธ๋ฆผ์˜ ์›ํ™œํ•œ ์„ฑ๋Šฅ์„ ๋ณด์žฅํ•˜๋ฏ€๋กœ ๋ณด์•ˆ, ๋ฆฌํ…Œ์ผ ๋“ฑ์˜ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์— ์ด์ƒ์ ์ž…๋‹ˆ๋‹ค.

์–‘์‹์—… ๋™๋ฌผ ์‚ฌ์œก
๋‹ค์Œ์„ ์‚ฌ์šฉํ•˜์—ฌ ๋ฌผ๊ณ ๊ธฐ ๊ฐ์ง€ Ultralytics YOLOv8 ๋‹ค์Œ์„ ์‚ฌ์šฉํ•˜์—ฌ ๋™๋ฌผ ๊ฐ์ง€ Ultralytics YOLOv8
๋‹ค์Œ์„ ์‚ฌ์šฉํ•˜์—ฌ ๋ฌผ๊ณ ๊ธฐ ๊ฐ์ง€ Ultralytics YOLOv8 ๋‹ค์Œ์„ ์‚ฌ์šฉํ•˜์—ฌ ๋™๋ฌผ ๊ฐ์ง€ Ultralytics YOLOv8

์‹ค์‹œ๊ฐ„ ์ถ”๋ก ์˜ ์žฅ์ 

  • ์›ํ™œํ•œ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€: Streamlit์„ YOLOv8 ๊ณผ ๊ฒฐํ•ฉํ•˜๋ฉด ์›น์บ  ํ”ผ๋“œ์—์„œ ์ง์ ‘ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€๊ฐ€ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด ์ฆ‰๊ฐ์ ์ธ ๋ถ„์„๊ณผ ์ธ์‚ฌ์ดํŠธ๋ฅผ ์–ป์„ ์ˆ˜ ์žˆ์–ด ์ฆ‰๊ฐ์ ์ธ ํ”ผ๋“œ๋ฐฑ์ด ํ•„์š”ํ•œ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์— ์ด์ƒ์ ์ž…๋‹ˆ๋‹ค.
  • ์‚ฌ์šฉ์ž ์นœํ™”์ ์ธ ๋ฐฐํฌ: Streamlit์˜ ๋Œ€ํ™”ํ˜• ์ธํ„ฐํŽ˜์ด์Šค๋Š” ์ „๋ฌธ์ ์ธ ๊ธฐ์ˆ  ์ง€์‹ ์—†์ด๋„ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์‰ฝ๊ฒŒ ๋ฐฐํฌํ•˜๊ณ  ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๊ฒŒ ํ•ด์ค๋‹ˆ๋‹ค. ์‚ฌ์šฉ์ž๋Š” ํด๋ฆญ ํ•œ ๋ฒˆ์œผ๋กœ ์‹ค์‹œ๊ฐ„ ์ถ”๋ก ์„ ์‹œ์ž‘ํ•  ์ˆ˜ ์žˆ์–ด ์ ‘๊ทผ์„ฑ๊ณผ ์‚ฌ์šฉ์„ฑ์ด ํ–ฅ์ƒ๋ฉ๋‹ˆ๋‹ค.
  • ํšจ์œจ์ ์ธ ๋ฆฌ์†Œ์Šค ํ™œ์šฉ: YOLOv8 ์ตœ์ ํ™”๋œ ์•Œ๊ณ ๋ฆฌ์ฆ˜์œผ๋กœ ์ตœ์†Œํ•œ์˜ ์ปดํ“จํŒ… ๋ฆฌ์†Œ์Šค๋กœ ๊ณ ์† ์ฒ˜๋ฆฌ๋ฅผ ๋ณด์žฅํ•ฉ๋‹ˆ๋‹ค. ์ด๋Ÿฌํ•œ ํšจ์œจ์„ฑ ๋•๋ถ„์— ํ‘œ์ค€ ํ•˜๋“œ์›จ์–ด์—์„œ๋„ ์›ํ™œํ•˜๊ณ  ์•ˆ์ •์ ์ธ ์›น์บ  ์ถ”๋ก ์ด ๊ฐ€๋Šฅํ•˜์—ฌ ๋” ๋งŽ์€ ์‚ฌ๋žŒ๋“ค์ด ๊ณ ๊ธ‰ ์ปดํ“จํ„ฐ ๋น„์ „์„ ์ด์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๊ฐ„์†Œํ™”๋œ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜ ์ฝ”๋“œ

Ultralytics ์„ค์น˜

์• ํ”Œ๋ฆฌ์ผ€์ด์…˜ ๋นŒ๋“œ๋ฅผ ์‹œ์ž‘ํ•˜๊ธฐ ์ „์— Ultralytics Python ํŒจํ‚ค์ง€๊ฐ€ ์„ค์น˜๋˜์–ด ์žˆ๋Š”์ง€ ํ™•์ธํ•˜์„ธ์š”. ๋‹ค์Œ ๋ช…๋ น์„ ์‚ฌ์šฉํ•˜์—ฌ ์„ค์น˜ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ultralytics

๊ฐ„์†Œํ™”๋œ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜

from ultralytics import solutions

solutions.inference()

### Make sure to run the file using command `streamlit run <file-name.py>`
yolo streamlit-predict

๊ทธ๋Ÿฌ๋ฉด ๊ธฐ๋ณธ ์›น ๋ธŒ๋ผ์šฐ์ €์—์„œ ์ŠคํŠธ๋ฆผ๋ฆฟ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์ด ์‹คํ–‰๋ฉ๋‹ˆ๋‹ค. ๋ฉ”์ธ ์ œ๋ชฉ, ๋ถ€์ œ๋ชฉ, ๊ตฌ์„ฑ ์˜ต์…˜์ด ์žˆ๋Š” ์‚ฌ์ด๋“œ๋ฐ”๊ฐ€ ํ‘œ์‹œ๋ฉ๋‹ˆ๋‹ค. ์›ํ•˜๋Š” YOLOv8 ๋ชจ๋ธ์„ ์„ ํƒํ•˜๊ณ  ์‹ ๋ขฐ๋„ ๋ฐ NMS ์ž„๊ณ„๊ฐ’์„ ์„ค์ •ํ•œ ๋‹ค์Œ '์‹œ์ž‘' ๋ฒ„ํŠผ์„ ํด๋ฆญํ•˜๋ฉด ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€๊ฐ€ ์‹œ์ž‘๋ฉ๋‹ˆ๋‹ค.

You can optionally supply a specific model in Python:

Streamlit Application with a custom model

from ultralytics import solutions

# Pass a model as an argument
solutions.inference(model="path/to/model.pt")

### Make sure to run the file using command `streamlit run <file-name.py>`

๊ฒฐ๋ก 

์ด ์•ˆ๋‚ด์— ๋”ฐ๋ผ Streamlit๊ณผ Ultralytics YOLOv8 ์„ ์‚ฌ์šฉํ•˜์—ฌ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์„ฑ๊ณต์ ์œผ๋กœ ๋งŒ๋“ค์—ˆ์Šต๋‹ˆ๋‹ค. ์ด ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์‚ฌ์šฉํ•˜๋ฉด ์‚ฌ์šฉ์ž ์นœํ™”์ ์ธ ์ธํ„ฐํŽ˜์ด์Šค์™€ ์–ธ์ œ๋“ ์ง€ ๋น„๋””์˜ค ์ŠคํŠธ๋ฆผ์„ ์ค‘์ง€ํ•  ์ˆ˜ ์žˆ๋Š” ๊ธฐ๋Šฅ์œผ๋กœ ์›น์บ ์„ ํ†ตํ•ด ๋ฌผ์ฒด๋ฅผ ๊ฐ์ง€ํ•˜๋Š” YOLOv8 ์˜ ๊ฐ•๋ ฅํ•œ ๊ธฐ๋Šฅ์„ ๊ฒฝํ—˜ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๋น„๋””์˜ค ์ŠคํŠธ๋ฆผ ๋…นํ™”, ์ฃผ์„์ด ๋‹ฌ๋ฆฐ ํ”„๋ ˆ์ž„ ์ €์žฅ, ๋‹ค๋ฅธ ์ปดํ“จํ„ฐ ๋น„์ „ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์™€์˜ ํ†ตํ•ฉ ๋“ฑ ๋” ๋งŽ์€ ๊ธฐ๋Šฅ์„ ์ถ”๊ฐ€ํ•˜์—ฌ ๊ฐœ์„ ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

์ปค๋ฎค๋‹ˆํ‹ฐ์™€ ์ƒ๊ฐ ๊ณต์œ 

์ปค๋ฎค๋‹ˆํ‹ฐ์— ์ฐธ์—ฌํ•˜์—ฌ ์ž์„ธํžˆ ์•Œ์•„๋ณด๊ณ , ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ณ , ํ”„๋กœ์ ํŠธ๋ฅผ ๊ณต์œ ํ•˜์„ธ์š”:

๋„์›€๋ง ๋ฐ ์ง€์›์„ ์ฐพ์„ ์ˆ˜ ์žˆ๋Š” ๊ณณ

  • GitHub ์ด์Šˆ: ์งˆ๋ฌธ, ๋ฒ„๊ทธ ์‹ ๊ณ , ๊ธฐ๋Šฅ ์ œ์•ˆ์„ ํ•˜๋ ค๋ฉด Ultralytics GitHub ๋ฆฌํฌ์ง€ํ† ๋ฆฌ๋ฅผ ๋ฐฉ๋ฌธํ•˜์„ธ์š”.
  • Ultralytics ๋””์Šค์ฝ”๋“œ ์„œ๋ฒ„: Ultralytics Discord ์„œ๋ฒ„์— ๊ฐ€์ž…ํ•˜์—ฌ ๋‹ค๋ฅธ ์‚ฌ์šฉ์ž ๋ฐ ๊ฐœ๋ฐœ์ž์™€ ์†Œํ†ตํ•˜๊ณ , ์ง€์›์„ ๋ฐ›๊ณ , ์ง€์‹์„ ๊ณต์œ ํ•˜๊ณ , ์•„์ด๋””์–ด๋ฅผ ๋ธŒ๋ ˆ์ธ์Šคํ† ๋ฐํ•˜์„ธ์š”.

๊ณต์‹ ๋ฌธ์„œ

  • Ultralytics YOLOv8 ๋ฌธ์„œ: ๋‹ค์–‘ํ•œ ์ปดํ“จํ„ฐ ๋น„์ „ ์ž‘์—… ๋ฐ ํ”„๋กœ์ ํŠธ์— ๋Œ€ํ•œ ์ข…ํ•ฉ์ ์ธ ๊ฐ€์ด๋“œ์™€ ์ธ์‚ฌ์ดํŠธ๋ฅผ ๋ณด๋ ค๋ฉด ๊ณต์‹ ๋ฌธ์„œ( YOLOv8 )๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”.

์ž์ฃผ ๋ฌป๋Š” ์งˆ๋ฌธ

Streamlit๊ณผ Ultralytics YOLOv8 ์„ ์‚ฌ์šฉํ•˜์—ฌ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์„ค์ •ํ•˜๋ ค๋ฉด ์–ด๋–ป๊ฒŒ ํ•ด์•ผ ํ•˜๋‚˜์š”?

Streamlit ๋ฐ Ultralytics YOLOv8 ์„ ์‚ฌ์šฉํ•˜์—ฌ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์„ค์ •ํ•˜๋Š” ๋ฐฉ๋ฒ•์€ ๊ฐ„๋‹จํ•ฉ๋‹ˆ๋‹ค. ๋จผ์ € Ultralytics Python ํŒจํ‚ค์ง€๊ฐ€ ์„ค์น˜๋˜์–ด ์žˆ๋Š”์ง€ ํ™•์ธํ•ฉ๋‹ˆ๋‹ค:

pip install ultralytics

๊ทธ๋Ÿฐ ๋‹ค์Œ ๊ธฐ๋ณธ Streamlit ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ๋งŒ๋“ค์–ด ์‹ค์‹œ๊ฐ„ ์ถ”๋ก ์„ ์‹คํ–‰ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

๊ฐ„์†Œํ™”๋œ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜

from ultralytics import solutions

solutions.inference()

### Make sure to run the file using command `streamlit run <file-name.py>`
yolo streamlit-predict

์‹ค์ œ ์„ค์ •์— ๋Œ€ํ•œ ์ž์„ธํ•œ ๋‚ด์šฉ์€ ๋ฌธ์„œ์˜ ์ŠคํŠธ๋ฆผ๋ฆฟ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜ ์ฝ”๋“œ ์„น์…˜์„ ์ฐธ์กฐํ•˜์„ธ์š”.

์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€๋ฅผ ์œ„ํ•ด Streamlit์™€ ํ•จ๊ป˜ Ultralytics YOLOv8 ์„ ์‚ฌ์šฉํ•˜๋ฉด ์–ด๋–ค ์ฃผ์š” ์ด์ ์ด ์žˆ๋‚˜์š”?

์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€๋ฅผ ์œ„ํ•ด Streamlit๊ณผ ํ•จ๊ป˜ Ultralytics YOLOv8 ์„ ์‚ฌ์šฉํ•˜๋ฉด ๋ช‡ ๊ฐ€์ง€ ์žฅ์ ์ด ์žˆ์Šต๋‹ˆ๋‹ค:

  • ์›ํ™œํ•œ ์‹ค์‹œ๊ฐ„ ๊ฐ์ง€: ์›น์บ  ํ”ผ๋“œ์—์„œ ์ง์ ‘ ๊ณ ์ •๋ฐ€ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€๋ฅผ ์‹คํ˜„ํ•˜์„ธ์š”.
  • ์‚ฌ์šฉ์ž ์นœํ™”์ ์ธ ์ธํ„ฐํŽ˜์ด์Šค: Streamlit์˜ ์ง๊ด€์ ์ธ ์ธํ„ฐํŽ˜์ด์Šค๋Š” ์ „๋ฌธ์ ์ธ ๊ธฐ์ˆ  ์ง€์‹ ์—†์ด๋„ ์‰ฝ๊ฒŒ ์‚ฌ์šฉํ•˜๊ณ  ๋ฐฐํฌํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  • ๋ฆฌ์†Œ์Šค ํšจ์œจ์„ฑ: YOLOv8 ์˜ ์ตœ์ ํ™”๋œ ์•Œ๊ณ ๋ฆฌ์ฆ˜์€ ์ตœ์†Œํ•œ์˜ ์ปดํ“จํŒ… ๋ฆฌ์†Œ์Šค๋กœ ๊ณ ์† ์ฒ˜๋ฆฌ๋ฅผ ๋ณด์žฅํ•ฉ๋‹ˆ๋‹ค.

์—ฌ๊ธฐ์—์„œ ์ด๋Ÿฌํ•œ ์ด์ ์— ๋Œ€ํ•ด ์ž์„ธํžˆ ์•Œ์•„๋ณด์„ธ์š”.

์›น ๋ธŒ๋ผ์šฐ์ €์— Streamlit ๊ฐ์ฒด ๊ฐ์ง€ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ๋ฐฐํฌํ•˜๋ ค๋ฉด ์–ด๋–ป๊ฒŒ ํ•ด์•ผ ํ•˜๋‚˜์š”?

Ultralytics YOLOv8 ์„ ํ†ตํ•ฉํ•˜๋Š” Streamlit ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์ฝ”๋”ฉํ•œ ํ›„ ์‹คํ–‰ํ•˜์—ฌ ๋ฐฐํฌํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

streamlit run <file-name.py>

์ด ๋ช…๋ น์€ ๊ธฐ๋ณธ ์›น ๋ธŒ๋ผ์šฐ์ €์—์„œ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์‹คํ–‰ํ•˜์—ฌ YOLOv8 ๋ชจ๋ธ์„ ์„ ํƒํ•˜๊ณ , ์‹ ๋ขฐ๋„ ๋ฐ NMS ์ž„๊ณ„๊ฐ’์„ ์„ค์ •ํ•˜๊ณ , ๊ฐ„๋‹จํ•œ ํด๋ฆญ์œผ๋กœ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€๋ฅผ ์‹œ์ž‘ํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•ฉ๋‹ˆ๋‹ค. ์ž์„ธํ•œ ๊ฐ€์ด๋“œ๋Š” Streamlit ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜ ์ฝ”๋“œ ์„น์…˜์„ ์ฐธ์กฐํ•˜์„ธ์š”.

Streamlit๊ณผ Ultralytics YOLOv8 ์„ ์‚ฌ์šฉํ•œ ์‹ค์‹œ๊ฐ„ ์˜ค๋ธŒ์ ํŠธ ๊ฐ์ง€์˜ ์‚ฌ์šฉ ์‚ฌ๋ก€์—๋Š” ์–ด๋–ค ๊ฒƒ์ด ์žˆ๋‚˜์š”?

Streamlit๊ณผ Ultralytics YOLOv8 ์„ ์ด์šฉํ•œ ์‹ค์‹œ๊ฐ„ ๊ฐ์ฒด ๊ฐ์ง€๋Š” ๋‹ค์–‘ํ•œ ๋ถ„์•ผ์— ์ ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

  • ๋ณด์•ˆ: ๋ฌด๋‹จ ์•ก์„ธ์Šค๋ฅผ ์‹ค์‹œ๊ฐ„์œผ๋กœ ๋ชจ๋‹ˆํ„ฐ๋งํ•ฉ๋‹ˆ๋‹ค.
  • ์†Œ๋งค์—… ๊ณ ๊ฐ ๊ณ„์‚ฐ, ์ง„์—ด๋Œ€ ๊ด€๋ฆฌ ๋“ฑ.
  • ์•ผ์ƒ๋™๋ฌผ๊ณผ ๋†์—…: ๋™๋ฌผ ๋ฐ ์ž‘๋ฌผ ์ƒํƒœ ๋ชจ๋‹ˆํ„ฐ๋ง

๋ณด๋‹ค ์‹ฌ์ธต์ ์ธ ์‚ฌ์šฉ ์‚ฌ๋ก€์™€ ์˜ˆ์‹œ๋Š” Ultralytics ์†”๋ฃจ์…˜์„ ์ฐธ์กฐํ•˜์„ธ์š”.

Ultralytics YOLOv8 ์€ ๋‹ค๋ฅธ ๊ฐ์ฒด ๊ฐ์ง€ ๋ชจ๋ธ(์˜ˆ: YOLOv5 ๋ฐ RCNN)๊ณผ ์–ด๋–ป๊ฒŒ ๋น„๊ต๋˜๋‚˜์š”?

Ultralytics YOLOv8 ๋Š” ์ด์ „ ๋ชจ๋ธ( YOLOv5 ๋ฐ RCNN)์— ๋น„ํ•ด ๋ช‡ ๊ฐ€์ง€ ํ–ฅ์ƒ๋œ ๊ธฐ๋Šฅ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค:

  • ์†๋„ ๋ฐ ์ •ํ™•์„ฑ ํ–ฅ์ƒ: ์‹ค์‹œ๊ฐ„ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์˜ ์„ฑ๋Šฅ์ด ํ–ฅ์ƒ๋˜์—ˆ์Šต๋‹ˆ๋‹ค.
  • ์‚ฌ์šฉ ํŽธ์˜์„ฑ: ๊ฐ„์†Œํ™”๋œ ์ธํ„ฐํŽ˜์ด์Šค์™€ ๋ฐฐํฌ.
  • ๋ฆฌ์†Œ์Šค ํšจ์œจ์„ฑ: ์ตœ์†Œํ•œ์˜ ์—ฐ์‚ฐ ์š”๊ตฌ ์‚ฌํ•ญ์œผ๋กœ ๋” ๋น ๋ฅธ ์†๋„๋ฅผ ์œ„ํ•ด ์ตœ์ ํ™”๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

์ข…ํ•ฉ์ ์ธ ๋น„๊ต๋Š” Ultralytics YOLOv8 ๋ชจ๋ธ ์„ฑ๋Šฅ์„ ์„ค๋ช…ํ•˜๋Š” ์„ค๋ช…์„œ ๋ฐ ๊ด€๋ จ ๋ธ”๋กœ๊ทธ ๊ฒŒ์‹œ๋ฌผ์„ ์ฐธ์กฐํ•˜์„ธ์š”.



Created 2024-07-05, Updated 2024-07-21
Authors: rulosanti@gmail.com (1), glenn-jocher (1)

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