there is an interesting hint at future directions. As previously noted by others[6]scaling up StyleGAN by increasing the number of channels can dramatically improve its generative abilities, the StyleGAN3 paper also shows this improvement for a smaller (256x256) model. Interestingly...
近年来,计算机图形学领域的研究者一直致力于生成高分辨率的仿真图像,并经历了一波以数据为中心的真实可控内容创作浪潮。其中英伟达的 StyleGAN 在图像质量和可控性方面为生成模型树立了新的标杆。 但是,当用 ImageNet 这样的大型非结构化数据集进行训练时,StyleGAN 还不能取得令人满意的结果。另一个存在的问题是,当需要...
BranchesTags Code This branch is1 commit behindNVlabs/stylegan3:main. README License Alias-Free Generative Adversarial Networks (StyleGAN3) Official PyTorch implementation of the NeurIPS 2021 paper Alias-Free Generative Adversarial Networks Tero Karras, Miika Aittala, Samuli Laine, Erik Härkönen, ...
Note that the above command creates a single combined dataset using all images of all three classes (cats, dogs, and wild animals), matching the setup used in the StyleGAN3 paper. Alternatively, you can also create a separate dataset for each class:python dataset_tool.py --source=~/...
main 2Branches0Tags Code README License Alias-Free Generative Adversarial Networks (StyleGAN3) Official PyTorch implementation of the NeurIPS 2021 paper Alias-Free Generative Adversarial Networks Tero Karras, Miika Aittala, Samuli Laine, Erik Härkönen, Janne Hellsten, Jaakko Lehtinen, Timo Aila ...
Alias-Free Generative Adversarial Networks (StyleGAN3) Official PyTorch implementation of the NeurIPS 2021 paper Release notes Synthetic image detection Additional material Requirements Getting started Interactive visualization Using networks from Python
(Highly recommended reading to understand the core contributions of this paper): 1. stylegan3 Motivation: 人脸视频生成的3点主要要求: 1)保真度高,每一帧的视频都应该是photo-realistic。 2)身份保存。在生成的视频每一帧中应保持相同的人脸身份。
本发明公开了一种基于StyleGAN的移动端人脸年龄编辑方法:S1,准备人脸图片训练数据集,并对人脸图片训练数据集中的部分人脸图片标注得到年龄标签;S2,利用所述人脸图片训练数据集训练特征提取模型和生成模型;S3,利用人脸图片训练数据集中的部分数据和特征提取模型训练人脸年龄分类器;S4,根据用户配置和预期等待时间选择分辨率和...
在机器人辅助微创手术中,对腔内动态软组织场景进行3D重建可以提高手术机器人的环境感知能力,改善手术机器人系统的操控性.而当下,由于人体腔内有大量不确定的血雾,伪影,镜面反射等复杂环境因素的影响,精确稳定的对腔内软组织场景进行三维重建仍然面临诸多挑战,为此,本论文研究了基于生成网络的动态软组织三维重建技术,主要...
Code This branch is up to date withNVlabs/stylegan3:main. Repository files navigation README License Alias-Free Generative Adversarial Networks (StyleGAN3) Official PyTorch implementation of the NeurIPS 2021 paper Alias-Free Generative Adversarial Networks ...