cswry / OSEDiff

[NeurlPS2024] One-Step Effective Diffusion Network for Real-World Image Super-Resolution
Apache License 2.0
193 stars 12 forks source link

关于网络使用的问题 #23

Closed lizhaohu closed 2 weeks ago

lizhaohu commented 3 months ago

您好,感谢您的贡献。想咨询下使用超分网络做domain transfer任务是否合适,比如将夜间的图像转换成白天,或者将A手机拍摄的图片转换成B手机

cswry commented 1 month ago

Hello, thank you for your question and support.

Using a super-resolution network for domain transfer tasks (e.g., converting nighttime images to daytime or transferring images between different phone cameras) is somewhat unconventional. Super-resolution networks are primarily designed to enhance image resolution, while domain transfer typically involves more complex changes in style, lighting, and texture, which are not the main focus of SR models.

However, with proper modifications, such as adding specific loss functions, it might be possible to adapt an SR network for domain transfer. That said, models specifically designed for image translation, such as CycleGAN, may be better suited to these tasks.