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Skill Topic ยท Cinematic

๐Ÿ” Image Super-Resolution

Deep Learning Series #47 โ€” Low-Res to High-Res! SRCNN, ESRGAN, Perceptual Loss! Blurry photo koโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ” Image Super-Resolution โ€” Quick Facts

๐Ÿ“Œ

Method: Year

๐ŸŽฏ

Bicubic: -

โšก

SRCNN: 2014

๐Ÿ”‘

VDSR: 2015

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’ก Super-Resolution Kya Hai?

๐Ÿ“š ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ IMAGE SUPER-RESOLUTION โ”‚ โ”‚ โ”‚ โ”‚โ€ฆ
Topic 2
โœจ

๐Ÿ“Š SR Methods Comparison

๐Ÿ’ก | Method | Year | Key Idea | PSNR | Perceptual |โ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ’ป Complete Code

๐Ÿ’ก

(2 * cov + C2)

๐Ÿ”‘

(var_sr + var_hr + C2)

Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Network weak hota

๐Ÿ”‘

b) MSE = Mean Squared Error = L2โ€ฆ

โšก

c) Data kam hota

๐ŸŽฏ

a) Random shuffle

Comparison
โœจ

๐Ÿ“Š SR Methods Comparison

โš–๏ธ

Bicubic: -

โš–๏ธ

SRCNN: 2014

โš–๏ธ

VDSR: 2015

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ” Image Super-Resolution ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ” Image Super-Resolution ka 'Bicubic' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ” Image Super-Resolution Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ” Image Super-Resolution Complete

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