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1399/11/18 Text To Face
Text To Image (Face) Generation
‫‌زاده‬
‫ه‬‫شنب‬ ‫جمشید‬ ‫دکتر‬ :‫استاد‬
‫امینی‬ ‫یاسین‬ :‫دهنده‬ ‫ارائه‬
‫تولید‬
‫تصویر‬
‫از‬
‫متن‬
1
2
1399/11/18 Text To Face
‫عناوین‬
01 ‫موضوع‬ ‫چکیده‬
03 ‫‌ها‬
‫ه‬‫داد‬
04 ‫شده‬ ‫تولید‬ ‫نتایج‬
05 ‫‌بندی‬
‫ع‬‫جم‬
02 ‫پروژه‬ ‫اجرای‬ ‫روش‬
1399/11/18
3
Text To Face
‫کنید‬‫تصور‬ ‫را‬ ‫رنگ‬ ‫صورتی‬ ‫فیل‬ ‫یک‬
Text To Face
1399/11/18 4
‫اطالعات‬ ‫انواع‬ ‫پردازش‬ ‫قابلیت‬
Music
Text
Image
Text To Face
1399/11/18 5
‫تصور‬ ‫قدرت‬ ‫و‬ ‫هنر‬
Text To Face
1399/11/18 6
‫انسان‬ ‫د‬O‫ن‬‫مان‬ ‫ه‬O‫ک‬‫تیم‬O‫س‬‫ه‬ ‫ی‬O‫ی‬‫‌ها‬
‫ه‬‫شبک‬ ‫د‬O‫ن‬‫نیازم‬ ‫ا‬O‫م‬ ‫س‬O‫پ‬
‫و‬ ‫تصورات‬ ‫ازی‬O‫بازس‬ ‫و‬ ‫کردن‬ ‫ور‬O‫تص‬ ‫ی‬O‫توانای‬
‫‌های‬
‫ه‬‫داد‬ ‫بتوانند‬ ‫و‬ ‫د‬O‫ن‬‫باش‬ ‫ه‬O‫ت‬‫داش‬ ‫را‬ ‫خود‬ ‫تجربیات‬
.‫کنند‬‫تحلیل‬ ‫را‬ ‫مختلف‬
1399/11/18
7
Text To Face
‫مولد‬ ‫‌های‬
‫ه‬‫شبک‬ ‌
‫ه‬‫تاریخچ‬
۲۰۱۰ ۲۰۱۲ ۲۰۱۴ ۲۰۱۵
Autoencoder
Stacked
Autoencoder
Variational
Autoencoder
Generative
Adversarial
Network
Conditional GANs
۱۹۸۰
…...
1399/11/18 8
Text To Face
‫مولد‬ ‫‌های‬
‫ه‬‫شبک‬ ‌
‫ه‬‫تاریخچ‬
۲۰۱۶ ۲۰۱۷ ۲۰۱۸ ۲۰۱۹ .......
Style GAN Stack GAN I&
Stack GAN z++
Progressive
Growing GAN Deep Fake
.........
1399/11/18 9
Text To Face
Text To Face Generation
➢
‫ورودی‬
➢
‫فرد‬ ‫صورت‬ ‫جزئیات‬ ‫از‬ ‫متن‬ ‫یک‬
➢
‫پردازش‬
➢
‫متن‬ ‫ویژگی‬ ‫بردار‬ ‫استخراج‬
➢
‫خروجی‬
➢
‫نظر‬ ‫مورد‬ ‫تصویر‬
1399/11/18
10
Text To Face
‫مجرمین‬ ‫شناسایی‬ ‫و‬ ‫چهره‬ ‫تولید‬ ‫برای‬ ‫‌ای‬
‫ه‬‫برنام‬
1399/11/18 11
Text To Face
‫تاریخی‬ ‫‌های‬
‫ت‬‫شخصی‬ ‫بازسازی‬
1399/11/18 12
Text To Face
‫و‬ ‫‌سازی‬
‫م‬‫فیل‬ ‫صنعت‬ ‫برای‬ ‫رمانی‬ ‫‌های‬
‫ت‬‫شخصی‬ ‫بازسازی‬
‫‌سازی‬
‫ی‬‫باز‬
1399/11/18 13
Text To Face
Stack GAN
➢
‫ورودی‬ ‫متن‬
➢ This white and yellow flower has thin white petals and a round yellow
.
stamen
1399/11/18
14
Text To Face
‫معماری‬
Stack GAN
1399/11/18 15
Text To Face
‫ایده‬
Stack GAN
1399/11/18 16
Text To Face
‫‌کنند؟‬
‫ی‬‫م‬ ‫استفاده‬ ‫هم‬ ‫روی‬ ‫مولد‬ ‫شبکه‬ ‫دو‬ ‫از‬ ‫چرا‬
➢
‫باالتر‬ ‫رزولوشن‬ ‫با‬ ‫تصاویر‬ ‫به‬ ‫رسیدن‬ ‫برای‬
➢
.‫‌گردید‬
‫ی‬‫نم‬ ‫تولید‬ ‫تصویر‬ ‫جزئیات‬ ‫اما‬ ‫بود‬ ‫تولید‬ ‫قابل‬ ‫عکس‬ ‫کلیات‬ ‫نیز‬ ‫قبلی‬ ‫‌های‬
‫ل‬‫مد‬ ‫در‬
➢
‫اول‬ ‫مرحله‬
➢
.‫‌کند‬
‫ی‬‫م‬ ‫دریافت‬ ‫ورودی‬ ‫عنوان‬ ‫به‬ ‫را‬ ‫متن‬ ‫و‬ ‫نویز‬ ‫بردار‬
➢
،‫‌شود‬
‫ی‬‫م‬ ‫تولید‬ ‫ورودی‬ ‫متن‬ ‫براساس‬ ‫که‬‫پایه‬ ‫‌های‬
‫گ‬‫رن‬ ‫و‬ ‫اشکال‬ ‫از‬ ‫پایین‬ ‫وضوح‬ ‫با‬ ‫تصویر‬
.‫‌گرداند‬
‫ی‬‫برم‬ ،‫‌کند‬
‫ی‬‫م‬ ‫استفاده‬ ‫نویز‬ ‫تصادفی‬ ‫بردار‬ ‫از‬ ‫زمینه‬ ‫پشت‬ ‫برای‬ ‫و‬
➢
‫دوم‬ ‫مرحله‬
➢
.‫‌کند‬
‫ی‬‫م‬ ‫دریافت‬ ‫ورودی‬ ‫عنوان‬ ‫به‬ ‫را‬ ‫متن‬ ‫و‬ ‫اول‬ ‫مرحله‬ ‫تولید‬ ‫تصویر‬
➢
.‫‌گردد‬
‫ی‬‫م‬ ‫تولید‬ ‫اول‬ ‫مرحله‬ ‫تصویر‬ ‫برای‬ ‫بیشتر‬ ‫جزئيات‬ ‫مرحله‬ ‫این‬ ‫در‬
➢
.‫است‬ ‫شده‬ ‫گرفته‬‫نادیده‬ ‫شبکه‬ ‫توسط‬ ‫اول‬ ‫مرحله‬ ‫در‬ ‫که‬ ‫کند‬‫توجه‬ ‫اطالعاتی‬ ‫به‬ ‫‌گیرد‬
‫ی‬‫م‬ ‫یاد‬
1399/11/18
17
Text To Face
‫‌ها‬
‫ه‬‫شبک‬ ‫دیگر‬ ‫با‬ ‫مقایسه‬
1399/11/18 18
Text To Face
‫‌ها‬
‫ه‬‫شبک‬ ‫دیگر‬ ‫با‬ ‫مقایسه‬
1399/11/18 19
Text To Face
‫اجرا‬
1399/11/18
20
Text To Face
‫پروژه‬ ‫اجرای‬
➢
‫بستر‬ ‫بروی‬ ‫پروژه‬ ‫اجرای‬
Google Colab
➢
‫پایتورچ‬ ‫چهارچوب‬ ‫از‬ ‫استفاده‬ ‫با‬ ‫‌سازی‬
‫ه‬‫پیاد‬
➢
‫از‬ ‫استفاده‬ ‫با‬
GPU
➢
‫حدود‬ ‫در‬ ‫مدل‬ ‫آموزش‬ ‫زمان‬
۳
‫ساعت‬
➢
‫آینده‬ ‫در‬ ‫استفاده‬ ‫برای‬ ‫مدل‬ ‫و‬ ‫‌ها‬
‫ن‬‫وز‬ ‫‌سازی‬
‫ه‬‫ذخیر‬
1399/11/18
21
Text To Face
‫پروژه‬ ‫اجرای‬
1399/11/18 22
Text To Face
‫‌ها‬
‫ه‬‫داد‬
1399/11/18
23
Text To Face
‫داده‬ ‫مجموعه‬
➢
‫داده‬ ‫مجموعه‬ ‫از‬ ‫استفاده‬
LFW
➢
)‫متن‬ ،‫(تصویر‬ ‫جفت‬ ‫صورت‬ ‫به‬ ‫‌ها‬
‫ه‬‫داد‬
➢
‫تصویر‬ ‫هر‬ ‫برای‬ ‫توضیحی‬ ‫متن‬ ‫چندین‬ ‫وجود‬
➢
‫ه‬A
‫د‬‫دا‬ ‫مجموعه‬ ‫ن‬A
‫د‬‫بو‬ ‫محدود‬
➢
‫از‬ ‫استفاده‬ ‫با‬ ‫بیشتر‬ ‫‌های‬
‫ه‬‫داد‬ ‫تولید‬
CA
➢
‫شامل‬
۱۳۲۳۳
‫از‬ ،‫تصویر‬
۵۷۴۹
A
‫د‬‫فر‬
➢
۱۶۸۰
‫دارند‬ ‫تصویر‬ ‫دو‬ ‫از‬ ‫بیش‬ ‫نفر‬
➢
‫نیست‬ ‫صورت‬ ‫توصیف‬ ‫مخصوص‬
➢
۱۰۰۰
‫کاربردی‬ ‫داده‬
1399/11/18 24
Text To Face
‫نمونه‬
{
: 3,
"img_id"
: / 0001. ,
"image" "Laurent_Gbagbo Laurent_Gbagbo_ bmp"
: [
"descriptions"
{
: 815,
"desc_id"
:
"text" " ,
A serious man most probably politically
. .
involved Whiting hair with intense eyes Smart and looks
important"
},
{
: 1138,
"desc_id"
:
"text" " 50 ,
Coloured man in his late 's dressed in suit
.
and tie Salt and pepper hair and round pleasant face."
},
{
: 1243,
"desc_id"
:
"text" " , , ,
Dark skin white hair prominent flat nose
- , -
sub Saharan facial feature half grinning"
}
]
},
1399/11/18
25
Text To Face
‫نمونه‬
1399/11/18 26
Text To Face
‫نمایش‬
‫نتایج‬
1399/11/18
27
Text To Face
1399/11/18
28
Text To Face
1399/11/18
29
Text To Face
1399/11/18
30
Text To Face
1399/11/18
31
Text To Face
1399/11/18
32
Text To Face
1399/11/18
33
Text To Face
‫شبکه‬ ‫آموزش‬ ‫فرآیند‬
1399/11/18
34
Text To Face
‫‌بندی‬
‫ع‬‫جم‬
1399/11/18
35
Text To Face
Image Captioning
1399/11/18 36
Text To Face
Text To Face Generation
1399/11/18 37
Text To Face
1399/11/18 38
Text To Face
‫شما‬ ‫توجه‬ ‫از‬
‫سپاسگذارم‬
1399/11/18
39
Text To Face

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Present

  • 1. 1399/11/18 Text To Face Text To Image (Face) Generation ‫‌زاده‬ ‫ه‬‫شنب‬ ‫جمشید‬ ‫دکتر‬ :‫استاد‬ ‫امینی‬ ‫یاسین‬ :‫دهنده‬ ‫ارائه‬ ‫تولید‬ ‫تصویر‬ ‫از‬ ‫متن‬ 1
  • 2. 2 1399/11/18 Text To Face ‫عناوین‬ 01 ‫موضوع‬ ‫چکیده‬ 03 ‫‌ها‬ ‫ه‬‫داد‬ 04 ‫شده‬ ‫تولید‬ ‫نتایج‬ 05 ‫‌بندی‬ ‫ع‬‫جم‬ 02 ‫پروژه‬ ‫اجرای‬ ‫روش‬
  • 3. 1399/11/18 3 Text To Face ‫کنید‬‫تصور‬ ‫را‬ ‫رنگ‬ ‫صورتی‬ ‫فیل‬ ‫یک‬
  • 4. Text To Face 1399/11/18 4 ‫اطالعات‬ ‫انواع‬ ‫پردازش‬ ‫قابلیت‬ Music Text Image
  • 5. Text To Face 1399/11/18 5 ‫تصور‬ ‫قدرت‬ ‫و‬ ‫هنر‬
  • 6. Text To Face 1399/11/18 6 ‫انسان‬ ‫د‬O‫ن‬‫مان‬ ‫ه‬O‫ک‬‫تیم‬O‫س‬‫ه‬ ‫ی‬O‫ی‬‫‌ها‬ ‫ه‬‫شبک‬ ‫د‬O‫ن‬‫نیازم‬ ‫ا‬O‫م‬ ‫س‬O‫پ‬ ‫و‬ ‫تصورات‬ ‫ازی‬O‫بازس‬ ‫و‬ ‫کردن‬ ‫ور‬O‫تص‬ ‫ی‬O‫توانای‬ ‫‌های‬ ‫ه‬‫داد‬ ‫بتوانند‬ ‫و‬ ‫د‬O‫ن‬‫باش‬ ‫ه‬O‫ت‬‫داش‬ ‫را‬ ‫خود‬ ‫تجربیات‬ .‫کنند‬‫تحلیل‬ ‫را‬ ‫مختلف‬
  • 7. 1399/11/18 7 Text To Face ‫مولد‬ ‫‌های‬ ‫ه‬‫شبک‬ ‌ ‫ه‬‫تاریخچ‬ ۲۰۱۰ ۲۰۱۲ ۲۰۱۴ ۲۰۱۵ Autoencoder Stacked Autoencoder Variational Autoencoder Generative Adversarial Network Conditional GANs ۱۹۸۰ …...
  • 8. 1399/11/18 8 Text To Face ‫مولد‬ ‫‌های‬ ‫ه‬‫شبک‬ ‌ ‫ه‬‫تاریخچ‬ ۲۰۱۶ ۲۰۱۷ ۲۰۱۸ ۲۰۱۹ ....... Style GAN Stack GAN I& Stack GAN z++ Progressive Growing GAN Deep Fake .........
  • 9. 1399/11/18 9 Text To Face Text To Face Generation ➢ ‫ورودی‬ ➢ ‫فرد‬ ‫صورت‬ ‫جزئیات‬ ‫از‬ ‫متن‬ ‫یک‬ ➢ ‫پردازش‬ ➢ ‫متن‬ ‫ویژگی‬ ‫بردار‬ ‫استخراج‬ ➢ ‫خروجی‬ ➢ ‫نظر‬ ‫مورد‬ ‫تصویر‬
  • 10. 1399/11/18 10 Text To Face ‫مجرمین‬ ‫شناسایی‬ ‫و‬ ‫چهره‬ ‫تولید‬ ‫برای‬ ‫‌ای‬ ‫ه‬‫برنام‬
  • 11. 1399/11/18 11 Text To Face ‫تاریخی‬ ‫‌های‬ ‫ت‬‫شخصی‬ ‫بازسازی‬
  • 12. 1399/11/18 12 Text To Face ‫و‬ ‫‌سازی‬ ‫م‬‫فیل‬ ‫صنعت‬ ‫برای‬ ‫رمانی‬ ‫‌های‬ ‫ت‬‫شخصی‬ ‫بازسازی‬ ‫‌سازی‬ ‫ی‬‫باز‬
  • 13. 1399/11/18 13 Text To Face Stack GAN ➢ ‫ورودی‬ ‫متن‬ ➢ This white and yellow flower has thin white petals and a round yellow . stamen
  • 15. 1399/11/18 15 Text To Face ‫ایده‬ Stack GAN
  • 16. 1399/11/18 16 Text To Face ‫‌کنند؟‬ ‫ی‬‫م‬ ‫استفاده‬ ‫هم‬ ‫روی‬ ‫مولد‬ ‫شبکه‬ ‫دو‬ ‫از‬ ‫چرا‬ ➢ ‫باالتر‬ ‫رزولوشن‬ ‫با‬ ‫تصاویر‬ ‫به‬ ‫رسیدن‬ ‫برای‬ ➢ .‫‌گردید‬ ‫ی‬‫نم‬ ‫تولید‬ ‫تصویر‬ ‫جزئیات‬ ‫اما‬ ‫بود‬ ‫تولید‬ ‫قابل‬ ‫عکس‬ ‫کلیات‬ ‫نیز‬ ‫قبلی‬ ‫‌های‬ ‫ل‬‫مد‬ ‫در‬ ➢ ‫اول‬ ‫مرحله‬ ➢ .‫‌کند‬ ‫ی‬‫م‬ ‫دریافت‬ ‫ورودی‬ ‫عنوان‬ ‫به‬ ‫را‬ ‫متن‬ ‫و‬ ‫نویز‬ ‫بردار‬ ➢ ،‫‌شود‬ ‫ی‬‫م‬ ‫تولید‬ ‫ورودی‬ ‫متن‬ ‫براساس‬ ‫که‬‫پایه‬ ‫‌های‬ ‫گ‬‫رن‬ ‫و‬ ‫اشکال‬ ‫از‬ ‫پایین‬ ‫وضوح‬ ‫با‬ ‫تصویر‬ .‫‌گرداند‬ ‫ی‬‫برم‬ ،‫‌کند‬ ‫ی‬‫م‬ ‫استفاده‬ ‫نویز‬ ‫تصادفی‬ ‫بردار‬ ‫از‬ ‫زمینه‬ ‫پشت‬ ‫برای‬ ‫و‬ ➢ ‫دوم‬ ‫مرحله‬ ➢ .‫‌کند‬ ‫ی‬‫م‬ ‫دریافت‬ ‫ورودی‬ ‫عنوان‬ ‫به‬ ‫را‬ ‫متن‬ ‫و‬ ‫اول‬ ‫مرحله‬ ‫تولید‬ ‫تصویر‬ ➢ .‫‌گردد‬ ‫ی‬‫م‬ ‫تولید‬ ‫اول‬ ‫مرحله‬ ‫تصویر‬ ‫برای‬ ‫بیشتر‬ ‫جزئيات‬ ‫مرحله‬ ‫این‬ ‫در‬ ➢ .‫است‬ ‫شده‬ ‫گرفته‬‫نادیده‬ ‫شبکه‬ ‫توسط‬ ‫اول‬ ‫مرحله‬ ‫در‬ ‫که‬ ‫کند‬‫توجه‬ ‫اطالعاتی‬ ‫به‬ ‫‌گیرد‬ ‫ی‬‫م‬ ‫یاد‬
  • 17. 1399/11/18 17 Text To Face ‫‌ها‬ ‫ه‬‫شبک‬ ‫دیگر‬ ‫با‬ ‫مقایسه‬
  • 18. 1399/11/18 18 Text To Face ‫‌ها‬ ‫ه‬‫شبک‬ ‫دیگر‬ ‫با‬ ‫مقایسه‬
  • 19. 1399/11/18 19 Text To Face ‫اجرا‬
  • 20. 1399/11/18 20 Text To Face ‫پروژه‬ ‫اجرای‬ ➢ ‫بستر‬ ‫بروی‬ ‫پروژه‬ ‫اجرای‬ Google Colab ➢ ‫پایتورچ‬ ‫چهارچوب‬ ‫از‬ ‫استفاده‬ ‫با‬ ‫‌سازی‬ ‫ه‬‫پیاد‬ ➢ ‫از‬ ‫استفاده‬ ‫با‬ GPU ➢ ‫حدود‬ ‫در‬ ‫مدل‬ ‫آموزش‬ ‫زمان‬ ۳ ‫ساعت‬ ➢ ‫آینده‬ ‫در‬ ‫استفاده‬ ‫برای‬ ‫مدل‬ ‫و‬ ‫‌ها‬ ‫ن‬‫وز‬ ‫‌سازی‬ ‫ه‬‫ذخیر‬
  • 22. 1399/11/18 22 Text To Face ‫‌ها‬ ‫ه‬‫داد‬
  • 23. 1399/11/18 23 Text To Face ‫داده‬ ‫مجموعه‬ ➢ ‫داده‬ ‫مجموعه‬ ‫از‬ ‫استفاده‬ LFW ➢ )‫متن‬ ،‫(تصویر‬ ‫جفت‬ ‫صورت‬ ‫به‬ ‫‌ها‬ ‫ه‬‫داد‬ ➢ ‫تصویر‬ ‫هر‬ ‫برای‬ ‫توضیحی‬ ‫متن‬ ‫چندین‬ ‫وجود‬ ➢ ‫ه‬A ‫د‬‫دا‬ ‫مجموعه‬ ‫ن‬A ‫د‬‫بو‬ ‫محدود‬ ➢ ‫از‬ ‫استفاده‬ ‫با‬ ‫بیشتر‬ ‫‌های‬ ‫ه‬‫داد‬ ‫تولید‬ CA ➢ ‫شامل‬ ۱۳۲۳۳ ‫از‬ ،‫تصویر‬ ۵۷۴۹ A ‫د‬‫فر‬ ➢ ۱۶۸۰ ‫دارند‬ ‫تصویر‬ ‫دو‬ ‫از‬ ‫بیش‬ ‫نفر‬ ➢ ‫نیست‬ ‫صورت‬ ‫توصیف‬ ‫مخصوص‬ ➢ ۱۰۰۰ ‫کاربردی‬ ‫داده‬
  • 24. 1399/11/18 24 Text To Face ‫نمونه‬ { : 3, "img_id" : / 0001. , "image" "Laurent_Gbagbo Laurent_Gbagbo_ bmp" : [ "descriptions" { : 815, "desc_id" : "text" " , A serious man most probably politically . . involved Whiting hair with intense eyes Smart and looks important" }, { : 1138, "desc_id" : "text" " 50 , Coloured man in his late 's dressed in suit . and tie Salt and pepper hair and round pleasant face." }, { : 1243, "desc_id" : "text" " , , , Dark skin white hair prominent flat nose - , - sub Saharan facial feature half grinning" } ] },
  • 26. 1399/11/18 26 Text To Face ‫نمایش‬ ‫نتایج‬
  • 33. 1399/11/18 33 Text To Face ‫شبکه‬ ‫آموزش‬ ‫فرآیند‬
  • 36. 1399/11/18 36 Text To Face Text To Face Generation
  • 38. 1399/11/18 38 Text To Face ‫شما‬ ‫توجه‬ ‫از‬ ‫سپاسگذارم‬