๋ณธ ๊ธ์ Hierachical Structure์ ๊ธ์ฐ๊ธฐ ๋ฐฉ์์ผ๋ก, ๊ธ์ ์ ์ฒด์ ์ธ ๋งฅ๋ฝ์ ํ์
ํ๊ธฐ ์ฝ๋๋ก ์์ฑ๋์์ต๋๋ค.
๋ํ ๋ณธ ๊ธ์ CSF(Curation Service for Facilitation)๋ก ์ธ์ฉ๋(์ฐธ์กฐ๋) ๋ชจ๋ ์ถ์ฒ๋ ์๋ตํฉ๋๋ค.
[์์ฝ์ ๋ฆฌ]Stanford University CS231n. Lecture 09. | CNN Architectures
1. CONTENTS
1.1 Table
1.2 KeyWords
1.2.1 Convolusion
์ฐธ์กฐ : ํฉ์ฑ๊ณฑ ์ฐ์ฐ๊ณผ ๊ต์ฐจ ์๊ด ์ฐ์ฐ
- ํต์ฌ๊ฐ๋
- ํฉ์ฑ๊ณฑ ์ฐ์ฐ
- ๋ ์ ํธ๋ฅผ ํฉ์ณ ์๋ก์ด ์ ํธ๋ฅผ ๋ง๋๋ ์ํ์ ๋ฐฉ๋ฒ
- ์ข
์ ์น ๋ ์ฝ๋ณผ๋ฃจ์
์ ๋ค๋ฆฌ๋ ์๋ฆฌ๋ผ๊ณ ํ ๋
[์ข
์ ์น ๋ ์ข
์์ฒด๊ฐ ๋ด๋ ์๋ฆฌ] * [์ข
์๋ฆฌ๊ฐ ์ข
๋ด๋ถ ๊ณต๊ธฐ์ ์ง๋์์ผ ์ธ๋ฆฌ๋ ์๋ฆฌ]
= ๊ณต๋ช
์ผ๋ก ๋ค๋ฆฌ๋ ์๋ฆฌ
<ํ์ฅ> - ์ฐ์์ผ๋ก ์น ๋
์๋ก ์น ์๋ฆฌ * ์์ ์๋ฆฌ์ ์ํฅ
์
๋ ฅ + ๋ฉ๋ชจ๋ฆฌ => ์ถ๋ ฅ
1.2.1 ์์ฉ์์ญ
์ฐธ์กฐ :
2. Flow
2.1 title
2.1.1 sub-title
2.2 title
2.3 title
3. Summary
3.1 OverView
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![](https://velog.velcdn.com/images%2Fpasianus%2Fpost%2F1a11e15c-837e-4401-b467-06d276c5c4ad%2F%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202022-02-07%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%201.24.05.png) |
- ์ง๋ ์๊ฐ ์์ฝ ํน๋ณํ ๋ด์ฉ์์
3.2 LeNet-5
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- ์ฐํธ๋ฌผ์ ํ๊ธฐ์ฒด๋ก ์ฐ์ธ ์ฐํธ๋ฒํธ๋ฅผ ์ธ์ํ๋ ์ต์ด์ ์ปจ๋ฒ๋ฃจ์
- ํ์ฑํจ์๋ ์๊ทธ๋ชจ์ด๋ ๋๋ ํ์ดํผ๋ณผ๋ฆญ ํ์ ํธ๋ฅผ ์ฌ์ฉ
- ํ๋ง ๊ณ์ธต์ ์กํฐ๋ฒ ์ด์
๋งต์ ํฌ๊ธฐ๋ฅผ ์ ๋ฐ์ผ๋ก ์ค์
- ํ๋ผ๋ฏธํฐ ์๊ฐ 60K๋ก ์์ ๋ชจ๋ธ
- ์ปจ๋ฒ๋ฃจ์
๋ ์ด์ด์ ํ๋ง ๋ ์ด์ด๋ ์๊ฐ ์์ญ์ ๋ชจ๋ธ๋ง
- FC๋ ์ฐ๊ด ์์ญ์ ๋ชจ๋ธ๋ง
3.3 AlexNet
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![](https://velog.velcdn.com/images%2Fpasianus%2Fpost%2F71eb618f-872c-4a51-9573-291140f26d75%2F%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202022-02-07%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%201.09.18.png) |
- 2๊ฐ์ GPU (๋น์ GTX580 GPU)
- ์ปจ๋ฒ๋ฃจ์
ํํฐ๋ฅผ ๋๊ทธ๋ฃน์ผ๋ก ๋๋ ๋ค ๊ทธ๋ฃน๋ณ๋ก GPU ํ ๋นํ์ฌ ์ฒ๋ฆฌ
- ์ค๊ฐ ๊ณ์ธต์์ ์ ๋ณด๋ฅผ ๊ตํ
- ์ต์ข
์ ํ์ชฝ์ผ๋ก ํฉ์นจ
- 227x227xx3์ ์
๋ ฅ๋ฐ์ดํฐ
- 48 convolution Filter
3.4 VGGNet
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![](https://velog.velcdn.com/images%2Fpasianus%2Fpost%2Fd72674b7-b627-4f71-8b09-99e400b749c4%2F%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202022-02-07%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%201.14.23.png) | - | - |
3.5 GoogLeNet
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3.6 ResNet
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![](https://velog.velcdn.com/images%2Fpasianus%2Fpost%2Ff74db2ae-0fb6-496a-aa3f-c2addd9df7a3%2F%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202022-02-07%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%201.17.30.png) | - | - |
3.7 Compare
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![](https://velog.velcdn.com/images%2Fpasianus%2Fpost%2Fa7a96975-9d3d-4f14-9dcd-2ca30ce69461%2F%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202022-02-07%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%201.29.27.png) | - | - |
3.8
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3.9
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3.10
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![](https://velog.velcdn.com/images%2Fpasianus%2Fpost%2Fa7b6e05e-ad10-4a0a-91c2-85466f6a15b0%2F%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA%202022-02-07%20%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE%201.21.28.png) | - | - |
Reference