LHM: Large Animatable Human Reconstruction Model for Single Image to 3D in Seconds

Lingteng Qiu*, Xiaodong Gu*, Peihao Li*, Qi Zuo*, Weichao Shen, Junfei Zhang, Kejie Qiu, Weihao Yuan Guanying Chen†, Zilong Dong†, Liefeng Bo

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LHM reconstructs an animatable human avatar in a single feed-forward pass in seconds. The resulting model supports real-time rendering and pose-controlled animation.

AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstruction

Lingteng Qiu*, Shenhao Zhu*, Qi Zuo*, Xiaodong Gu*, Yuan Dong, Junfei Zhang, Chao Xu, Zhe Li, Weihao Yuan, Liefeng Bo, Guanying Chen†, Zilong Dong†

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AniGS leverages the power of generative models to produce detailed multi-view canonical pose images, which help resolve ambiguities in animatable human reconstruction.

High-Fidelity 3D Textured Shapes Generation by Sparse Encoding and Adversarial Decoding

Qi Zuo*, Xiaodong Gu*, Yuan Dong*, Zhengyi Zhao, Weihao Yuan, Lingteng Qiu, Liefeng Bo, Zilong Dong†

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Sparse3D adopts a Sparse Encoding Module for details preservation and an Adversarial Decoding Module for better shape recovery.

GPLD3D: Latent diffusion of 3d shape generative models by enforcing geometric and physical priors

Yuan Dong*, Qi Zuo*, Xiaodong Gu, Weihao Yuan, Zhengyi Zhao, Zilong Dong, Liefeng Bo, Qixing Huang†

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A novel latent diffusion shape-generative model regularized by a quality checker that outputs a score of a latent code.

RichDreamer: A generalizable normal-depth diffusion model for detail richness in text-to-3d

Lingteng Qiu*, Guanying Chen*, Xiaodong G*, Qi Zuo, Mutian Xu, Yushuang Wu, Weihao Yuan, Zilong Dong, Liefeng Bo, Xiaoguang Han†

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A novel normal-depth distillation-based latent diffusion generative model.

DG3D: Generating High Quality 3D Textured Shapes by Learning to Discriminate Multi-Modal Diffusion-Renderings

Qi Zuo*, Yafei Song, Jianfang Li, Lin Liu, Liefeng Bo†

DG3D incorporates a diffusion-based augmentation module into the min-max game between the 3D tetrahedral mesh generator and 2D renderings discriminators, which stabilizes network optimization and prevents mode collapse in vanilla GANs.