비전논문1팀

Super Resolution

: Low resolution image → High resolution image

Super Resolution Approach

• Interpolation-based
• Reconstruction-based
• Learning-based

Overview

• Residual connection을 사용하기도 함

SRResNet(SRGAN): Perceptual Loss

Challenges of SR

• Loss Function: MSE (Blurry) → no details

Introduction

• How: Class - conditional image SR with CNN
• Problem: multiple segments of various classes