调研内容 (natural pictures, scanned documents)
1. state-of-the-art on digital image manipulation
2. Evaluation criteria (quantitative / qualitative)
一、image types
1、pictures(图片,绘画作品) / natural images(自然图像)
2、scanned documents(扫描文件)
二、methodology
traditional (low-level image processing)低级图像处理
deep learning (GAN)
三、evaluation criteria / performance metrics
1、human-based / subjective, user study
2、ground truth based / objective:
- 常用IS(inception score)和FID(Fréchet Inception Distance)
- DIPD用于测量内容保留
- CIS
四、Goal of image manipulation
fool the human
fool the AI (model-dependent)