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GAN2X: Non-Lambertian Inverse Rendering of Image GANs



Xingang Pan , Ayush Tewari , Lingjie Liu , Christian Theobalt

* The video demo is available at the project page: https://people.mpi-inf.mpg.de/~xpan/GAN2X/ 

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Disentangled3D: Learning a 3D Generative Model with Disentangled Geometry and Appearance from Monocular Images



Ayush Tewari , Mallikarjun B R , Xingang Pan , Ohad Fried , Maneesh Agrawala , Christian Theobalt

* CVPR 2022 

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CityNeRF: Building NeRF at City Scale



Yuanbo Xiangli , Linning Xu , Xingang Pan , Nanxuan Zhao , Anyi Rao , Christian Theobalt , Bo Dai , Dahua Lin

* Project page can be found in https://city-super.github.io/citynerf 

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Generative Occupancy Fields for 3D Surface-Aware Image Synthesis



Xudong Xu , Xingang Pan , Dahua Lin , Bo Dai

* Accepted to NeurIPS2021. We propose Generative Occupancy Fields(GOF), a 3D-aware generative model which could synthesize realistic images with 3D consistency and simultaneously learn compact object surfaces 

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A Shading-Guided Generative Implicit Model for Shape-Accurate 3D-Aware Image Synthesis



Xingang Pan , Xudong Xu , Chen Change Loy , Christian Theobalt , Bo Dai

* Accepted to NeurIPS2021. We proposed ShadeGAN, which could perform shape-accurate 3D-aware image synthesis by modeling shading in generative implicit models 

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Talk-to-Edit: Fine-Grained Facial Editing via Dialog



Yuming Jiang , Ziqi Huang , Xingang Pan , Chen Change Loy , Ziwei Liu

* To appear in ICCV2021. Project Page: https://www.mmlab-ntu.com/project/talkedit/, Code: https://github.com/yumingj/Talk-to-Edit 

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Do 2D GANs Know 3D Shape? Unsupervised 3D shape reconstruction from 2D Image GANs



Xingang Pan , Bo Dai , Ziwei Liu , Chen Change Loy , Ping Luo


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Self-Supervised Scene De-occlusion



Xiaohang Zhan , Xingang Pan , Bo Dai , Ziwei Liu , Dahua Lin , Chen Change Loy

* Accepted to CVPR 2020 as oral. Project page: https://xiaohangzhan.github.io/projects/deocclusion/ 

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Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation



Xingang Pan , Xiaohang Zhan , Bo Dai , Dahua Lin , Chen Change Loy , Ping Luo

* 1) Precise GAN-inversion by discriminator-guided generator finetuning. 2) A versatile way for high-quality image restoration and manipulation. Code: https://github.com/XingangPan/deep-generative-prior 

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