/seear_server

๐Ÿ”‰ News image captioning for those who are visually impaired // โ˜€๏ธ Implemented based on Flask, a web framework. We tried to implement MLOPS by serving the model.

Primary LanguagePython

Seear์†Œ๊ฐœ

๋ณธ ์„œ๋น„์Šค๋Š” ๋ฐฐ๋ฆฌ์–ดํ”„๋ฆฌ๋ฅผ ๋ฐ”ํƒ•์œผ๋กœํ•œ ์‚ฌํšŒ๊ณตํ—Œ ์„œ๋น„์Šค์ž…๋‹ˆ๋‹ค. ๋Œ€์ƒ์€ ์‹œ๊ฐ์žฅ์• ๋ฅผ ๊ฐ–๊ณ  ์žˆ๋Š” ์‚ฌ๋žŒ์ด๋ฉฐ ์‹œ๊ฐ์ ์œผ๋กœ ์ฒ˜๋ฆฌํ•˜๊ธฐ ์–ด๋ ค์šด ๋ถ€๋ถ„์„ ์ฒญ๊ฐ์  ์š”์†Œ๋กœ ๋ณ€ํ™˜ํ•˜์—ฌ ์„œ๋น„์Šค๋ฅผ ์ œ๊ณตํ•˜๋Š” ๊ฒƒ์ด ํ•ต์‹ฌ ๋ชฉ์ ์ž…๋‹ˆ๋‹ค. ์˜ˆ๋ฅผ๋“ค์–ด HTML์—์„œ ์ œ๊ณตํ•˜๋Š” ALT์†์„ฑ์€ ์‚ฌ์ง„์„ ์„ค๋ช…ํ•˜๋Š” ์šฉ๋„๋กœ ์ œ๊ณต๋˜๊ณ  ์žˆ์œผ๋‚˜ ์‚ฌ์ง„์˜ ์„ธ๋ถ€ ๋‚ด์šฉ์ด ์ ํ˜€์žˆ๋Š” ๊ธฐ์‚ฌ๋Š” ํ•œ์ •์ ์ด๊ณ  ์‹ค์ œ ์Šคํฌ๋ฆฐ๋ฆฌ๋”๋Š” ํŽ˜์ด์ง€์˜ ๋งŽ์€ ๊ด‘๊ณ ๋กœ ์ธํ•ด ์Šคํฌ๋ฆฐ๋ฆฌ๋”์˜ ์—ญํ• ์„ ๋‹คํ•˜๊ณ  ์žˆ์ง€ ๋ชปํ•ฉ๋‹ˆ๋‹ค. ๋ณธ ์„œ๋น„์Šค๋Š” ์ด๋ฏธ์ง€ ์ž์ฒด๋ฅผ ์ง์ ‘ ์บก์…”๋‹ํ•˜์—ฌ ์ฝ์–ด์ฃผ๋ฉฐ ์–ด๋– ํ•œ ์ด๋ฏธ์ง€๋ผ๋„ ์‰ฝ๊ฒŒ ์ ‘๊ทผํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•ฉ๋‹ˆ๋‹ค. ์ตœ์ข… ๋ชฉํ‘œ์€ ์‹œ๊ฐ์ ์œผ๋กœ ์–ป์„ ์ˆ˜ ์žˆ๋Š” ์ •๋ณด์— ์ทจ์•ฝํ•œ ์‹œ๊ฐ ๋˜๋Š” ์ธ์ง€ ์žฅ์• ์ธ์ด ์Œ์„ฑ์„ ํ†ตํ•ด ๋น„์žฅ์• ์ธ๊ณผ ๋™์ผํ•œ ์ˆ˜์ค€์˜ ์ •๋ณด๋ฅผ ์Šต๋“ํ•˜๋„๋ก ํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค.

๋ฒ ๋ฆฌ์–ดํ”„๋ฆฌ๋ž€? ์‚ฌํšŒ์  ์•ฝ์ž๋“ค์˜ ์‚ฌํšŒ ์ƒํ™œ์— ์ง€์žฅ์ด ๋˜๋Š” ๋ฌผ๋ฆฌ์  ์žฅ์• ๋ฌผ์ด๋‚˜ ์‹ฌ๋ฆฌ์ ์ธ ์žฅ๋ฒฝ์„ ์—†์• ๊ธฐ ์œ„ํ•œ ๊ธฐ์ˆ 

๋‹ด๋‹นํŒŒํŠธ

ํŒŒํŠธ ํ”„๋ ˆ์ž„์›Œํฌ ๋ฐ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์ด๋ฆ„
FrontEnd Vue.js ์ตœ์†”, ๋ฐฑ์ง€์—ฐ
BackEnd Flask ์ด์žฌ์ค€, ํ•œ์ง€์ˆ˜
ML&DL Pytorch ์กฐํ˜•์„œ

Seear Architecture

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Seear AWS Architecture

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Seear Panel

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Demo site

you can findout demo site: here