Open Dongshengjiang opened 4 years ago
你好,这篇利用HDRNET来做样式迁移的应用,我也在复现。目前有一些效果。文章细节缺失,代码也没有公开。复现挺难的。从文章看,要用6次AdaIN,然后如果正则损失过小,也会产生很多偏色。所以regW我设置为100000。最后的效果其实更像是整体颜色的迁移,因为hdrnet本身就是保边滤波,无法迁移样式。
可以分享一下您的结果吗,谢谢
从结果看,更像是一个整体样式的颜色迁移。你是拿他用在哪里?滤镜还是其他?
A Closed-form Solution to Photorealistic Image Stylization ,This paper seems to have a better effect on color transfer. Do you understand? NVIDIA/FastPhotoStyle
@Dongshengjiang 你好,我也复现了一下,效果确实不怎么好,确实更像是整体颜色的迁移。实际运用不推荐此篇论文。如果效果更好的话有另外两篇复现了效果很好。见下面两个,这两个我复现了效果很好:
[ICCV2019] Photorealistic Style Transfer via Wavelet Transforms [paper][code]
comment: Recommand to reimplement. Existing methods are limited by spatial distortions or unrealistic artifacts. This paper proposes a wavelet corrected transfer (WCT2) based on whitening and coloring transforms that allows features to preserve their structural information and statistical properties of VGG feature space during stylization.
[ACML2019] High-Resolution Network for Photorealistic Style Transfer [paper][code]
comment: This method uses high-resolution generation network for better performance.
另外有个迁移学习汇总,推荐给你: https://github.com/Roujack/awesome-photorealistic-style-transfer#iccv2019-photorealistic-style-transfer-via-wavelet-transforms-papercode
你好,这篇利用HDRNET来做样式迁移的应用,我也在复现。目前有一些效果。文章细节缺失,代码也没有公开。复现挺难的。从文章看,要用6次AdaIN,然后如果正则损失过小,也会产生很多偏色。所以regW我设置为100000。最后的效果其实更像是整体颜色的迁移,因为hdrnet本身就是保边滤波,无法迁移样式。