DeepLearning_Lec11_1 - 8BitsCoding/RobotMentor GitHub Wiki


POOL ์ด ๋ญ”๋ฐ?

์ด๋ฏธ์ง€

์œ„ ๊ทธ๋ฆผ์—์„œ ๋ณด๋ฉด convolution ํ›„ RELU ํ•จ์ˆ˜๋ฅผ ๊ฑฐ์น˜๊ณ  POOL์„ ์ง„ํ–‰ํ•˜๊ฒŒ ๋œ๋‹ค.

๊ทธ๋Ÿฐ๋ฐ POOL์€ ๋ญ์ง€??

์ด๋ฏธ์ง€

ํ•˜๋‚˜์˜ ๋ ˆ์ด์–ด๋ฅผ ๋ฝ‘์•„ ์˜จ ํ›„ ๋ฆฌ์‚ฌ์ด์ฆˆ๋ฅผ ํ†ตํ•˜์—ฌ ์ผ์ข…์˜ ์…ˆํ”Œ๋ง์„ ํ•˜๋Š” ๊ฒƒ์„ ๋งํ•œ๋‹ค.

๋ญ”์†Œ๋ฆฌ์•ผ?

;;; ์˜ˆ๋ฅผ ๋“ค์–ด๋ณด์ž

์ด๋ฏธ์ง€

4x4 ๋งคํŠธ๋ฆญ์Šค๊ฐ€ ์žˆ๊ณ  ์ด๋ฅผ pool์ง„ํ–‰ํ•œ๋‹ค.

pool์€ 2x2 ๋งคํŠธ๋ฆญ์Šค๋กœ ์ง„ํ–‰ํ•˜๋ฉฐ stride๋Š” 2์ด๋‹ค.

output์€ 2x2๊ฐ€ ๋˜๊ฒ ์ง€?

์—ฌ๊ธฐ์„œ? pool์˜ ๊ฒฐ๊ณผ๋Š” ์–ด๋–ค๊ฐ’์„ ๋„ฃ์–ด์•ผํ•˜๋‚˜??

์˜ˆ๋ฅผ ๋“ค์–ด ์ฒซ ๋ฒˆ์งธ ๋ถ‰์€์ƒ‰ ๋งคํŠธ๋ฆญ์Šค์˜ 1, 1, 5, 6์ค‘ pool์„ ์ง„ํ•ญํ•˜๋ฉด ์–ด๋–ค๊ฐ’์„ ์ƒ˜ํ”Œ๋งํ•ด์•ผํ•˜์ง€??

max! -> ๋ง ๊ทธ๋Œ€๋กœ ๊ฐ€์žฅ ํฐ ๊ฐ’์„ ์ƒ˜ํ”Œ๋ง!

์ด๋ฏธ์ง€