论文题目:High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs 论文链接:CVPR 2018 Open Access Repository (thecvf.com) 引言 本文主要提出了一种从semantic label map生成高分辨率图像的方法,具有广泛的应用场景:训练数据合成、图像编辑(先通过segmentation生成label map,在label domain编辑obj...
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs(Pix2PixHD) 1. Introduction 本文也是GAN的经典文章之一,也称作Pix2PixHD。针对Pix2Pix为代表的的Conditional GAN在语义图像生成上存在的生成结果分辨率和真实度比较低的问题,本文用了一种新的对抗损失,并用多尺度的生成器和判别器...
论文阅读High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs,程序员大本营,技术文章内容聚合第一站。
Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Andrew Tao, Jan Kautz, and Bryan Catanzaro. "High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs", in CVPR, 2018. 摘要: 我们提出了一个新方法,使用CGANs从语义标签图生成高分辨率的逼真图像。CGANs已经被应用在多种场景,但是其结...
pix2pixHD:High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs 论文:pix2pixHD 代码:GitHub 这篇paper作为pix2pix(参见前一篇博客)的改进版本,如其名字一样,主要是可以产生高分辨率的图像。具体来说,作者的贡献主要在以下两个方面:...
《High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs》论文笔记,程序员大本营,技术文章内容聚合第一站。
In the original model Pix2PixHD (High‐Resolution Image Synthesis and Semantic Manipulation with Conditional GANs) first introduced a self‐attention mechanism... WW Jiang,X Luo - 《World Scientific Research Journal》 被引量: 0发表: 2019年 Conditional Image Synthesis with Auxiliary Classifier GANs ...
L2-guiding with a low resolution image can help to reestablish coherent global structures. Figure 15. Illustrating the effect of latent space rescaling on convolutional sampling, here for semantic image synthesis on landscapes. See Sec. 4.3.2 and Sec. C.1. Figure 16. More samples from our ...
De- ferred Neural Rendering: Image synthesis using neural tex- tures. arXiv:1904.12356, 2019. 3, 5 [46] Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Andrew Tao, Jan Kautz, and Bryan Catanzaro. High-resolution image syn- thesis and semantic manipulation with conditional gans. I...
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs GitHub: NVIDIA/pix2pixHD 大家看看这些图片是不是看起来非常真实?这个马路看起来很黑,很亮,很油,但它们全都是假的,是加特技的~ 皮完了,正式介绍开始~ 一、出发点 这篇Paper 可以看做之前大火的 pix2pix 升级版,通过 GIthub 项...