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1. Perceptual Losses for
Real-Time Style Transfer
and Super-Resolution
June 9, 2021
HeeDae Kwon

2. contents
Introduction
Method
Experiemts

3. Introduction
Per-pixel loss funtion
problem
1. depending only on low-level pixel information
2. do not capure perceptual differences
between output and ground-truth image

4. Introduction
Our approach
Per pixel loss funtion => Perceptual loss funtion
Allows the transfer of semantic knowledge

5. Introduction
Two tasks
-Style transfer
-Single-image super-resolution

6. Overview

7. Method

8. Method
Feature Reconstruction Loss.

9. Method

10. Method
Style Reconstruction Loss

11. Method

12. Experiments

13. Experiments
Quantative Results

14. Experiments
Single-Image Super-Resolution
Results

15. 감사합니다.