We present a high-fidelity 3D generative adversarial network (GAN) inversion framework that can synthesize photo-realistic novel views while preserving specific details of the input image. High-fidelity 3D GAN inversion is inherently challenging due to the geometry-texture trade-off in 3D inversion, ...
作者使用coarse-to-fine思路,个人觉得跟其他low-level vision任务里的分高低频双网络处理类似: GAN inversion可以生成平均人脸,可以顺利完成用户操作的属性编辑(coarse) 使用输入与GAN inversion的差作为第二层细节网络输入,将原图剩余的细节与步骤1中生成的图片融合。当然,作者不是直接将第二层网络结果加到第一层结果...
CVPR2022 | High-Fidelity GAN Inversion发布于 2022-08-21 14:48 · 1613 次播放 赞同1添加评论 分享收藏喜欢 举报 CVPR生成对抗网络(GAN)深度学习(Deep Learning)机器学习 写下你的评论... 还没有评论,发表第一个评论吧...
Through learning a carefully designed encoder, we manage to improve the inversion quality both qualitatively and quantitatively, outperforming existing alternatives. We then demonstrate that such a space extension barely affects the native GAN manifold, hence we can still reuse the prior knowledge learned...
High-fidelity 3d gan inversion by pseudo- multi-view optimization. CVPR, 2023. 1, 6 [56] Dejia Xu, Yifan Jiang, Peihao Wang, Zhiwen Fan, Humphrey Shi, and Zhangyang Wang. Sinnerf: Training neural radiance fields on complex scenes from a single image. ...
High-Fidelity GAN Inversion for Image Attribute Editing https://tengfei-wang.github.io/HFGI/ Update: We released the inference code and the pre-trained model on Oct. 31. The training code is coming soon. Update: We provided a Colab notebook for play. ...
we propose techniques to scale neural volume rendering to the much higher resolution of native 2D images, thereby resolving fine-grained 3D geometry with unprecedented detail. Our approach employs learning-based samplers for accelerating neural rendering for 3D GAN training using up to 5 times fewer ...
StyleGAN Inversion. StyleGAN inversion is the practice of recovering the latent space of a given image with a pre- trained StyleGAN. Abdal et al. [1, 2] propose to invert im- ages not only using the style space W , but also expand it to the...
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High-Fidelity GAN Inversion for Image Attribute Editing https://tengfei-wang.github.io/HFGI/ Update: We released the inference code and the pre-trained model on Oct. 31. The training code is coming soon. Update: We provided a Colab notebook for play. ...