/OCR_In_Editor

final-project-level3-cv-07 created by GitHub Classroom

Primary LanguagePython

Welcome Our OCR In Editor Project

I was in charge of the Backend in this project. Please check the server folder!

๐ŸŽฅ ์˜ค์ด(OCR_In_Editor)

CV-07 ์ปดํ“จํ„ฐ๊ตฌ์กฐ ๐Ÿ’ป

๊น€์„ฑ๋ฏผ ๋ฐ•์ง€๋ฏผ ๋ฐ•์ง„ํ˜• ์‹ฌ์„ธ๋ น ์œคํ•˜์ •

๐Ÿ’กProject ์†Œ๊ฐœ

  • ํŽธ์ง‘ ํˆด์— ์˜์ƒ์„ ๋„ฃ๊ณ  "Send Current Frame" ๋ฒ„ํŠผ์„ ๋ˆŒ๋Ÿฌ์ฃผ๋ฉด ์„ ํƒํ•œ ํ”„๋ ˆ์ž„ ์† ํ…์ŠคํŠธ๋ฅผ ์ž๋™๋ฒˆ์—ญ ํ•ด์ฃผ๋Š” ํ”„๋กœ๊ทธ๋žจ
  • ๋ชจ๋ธ์ด ๊ตฌํ•œ ๊ธ€์ž์™€ ๋ฐฐ๊ฒฝ์ƒ‰์„ ๊ฐ™์ด ๊ณ„์‚ฐํ•˜์—ฌ ์ตœ๋Œ€ํ•œ ์˜์ƒ์— ์ž์—ฐ์Šค๋Ÿฝ๊ฒŒ ์ ์šฉ๋  ์ˆ˜ ์žˆ๋„๋ก ๊ฒฐ๊ณผ๋ฅผ ์ถœ๋ ฅ
  • ๋ฒˆ์—ญ๋œ ์ž๋ง‰์„ ์›ํ•˜๋Š” ๋‚ด์šฉ๋งŒ ์„ ํƒ ์ ์šฉํ•  ์ˆ˜ ์žˆ์–ด ์˜์ƒ ํŽธ์ง‘ ์‹œ ์œ ์šฉํ•˜๊ฒŒ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Œ
  • ํšจ์œจ์ ์ธ ๋ฐฐํฌ๋ฅผ ์œ„ํ•ด Github Action๊ณผ Docker๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ CI/CD๋ฅผ ์ง„ํ–‰

๐Ÿ”Ž์˜ˆ์‹œ

์˜ˆ์‹œ

โš™๏ธPipeline

ํ™”๋ฉด ์บก์ฒ˜ 2021-12-23 210528

Model ์„ค์ •

  • ์˜์ƒ ํŽธ์ง‘์ด๋ผ๋Š” ๋ชฉ์ ์— ๋งž๊ฒŒ inference๊ฐ€ ๋น ๋ฅด๊ณ  ๊ฐ€๋ฒผ์šด ๋ชจ๋ธ ์„ ์ •

ํ™”๋ฉด ์บก์ฒ˜ 2021-12-23 212230

์‹คํ—˜์— ์‚ฌ์šฉ๋œ Recognizer

crnn

rnet

Openshot(์˜์ƒํŽธ์ง‘ํˆด)

open

Server via FastAPI

ser

  1. ๊ธฐ๋Šฅ
    • ์ด๋ฏธ์ง€ POST
    • OCR Model Inference
    • Get background & word color
    • Text Translate with Papago
  2. CI & CD
    • Github Action๊ณผ Docker์‚ฌ์šฉ
    • CI & CD ๊ฒฐ๊ณผ๋ฅผ ์ฆ‰๊ฐ์ ์œผ๋กœ ์•Œ ์ˆ˜ ์žˆ๊ฒŒ Slack์œผ๋กœ ๊ฒฐ๊ณผ ์ „์†ก
    • base Docker Image ์ƒ์„ฑํ•˜์—ฌ ์žฌ๋ฐฐํฌ ์‹œ๊ฐ„ 30์ดˆ ์ด๋‚ด ์‹œํ–‰