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.

NOVA3D: Normal Aligned Video Diffusion Model for Single Image to 3D Generation

Yuxiao Yang*, Peihao Li*, Yuhong Zhang, Junzhe Lu, Xianglong He, Minghan Qin, Weitao Wang, Haoqian Wang†

• NOVA3D unleashes geometric 3D prior from a video diffusion model to generate high-quality textured meshes from input image.

Motions as Queries: One-Stage Multi-Person Holistic Human Motion Capture

Kenkun Liu*, Yurong Fu*, Weihao Yuan*, Jing Lin, Peihao Li, Xiaodong Gu, Lingteng Qiu, Haoqian Wang, Zilong Dong, Xiaoguang Han†

• Motions as Queries integrates the detector, tracker, and human pose and shape estimator together, which can simultaneously capture the motions of all individuals in one shot.

SLGaussian: Fast Language Gaussian Splatting in Sparse Views

Kangjie Chen*, BingQuan Dai*, Minghan Qin, Dongbin Zhang, Peihao Li, Yingshuang Zou, Haoqian Wang†

• SLGaussian is a feedforward method for constructing 3D semantic fields from sparse viewpoints, allowing direct inference of 3DGS-based scenes.

Gaussian in the Wild: 3D Gaussian Splatting for Unconstrained Image Collections

Dongbin Zhang*, Chuming Wang*, Weitao Wang, Peihao Li, Minghan Qin, Haoqian Wang†

Project

• With an unconstrained image collection input, GS-W can render novel views with appearance tuning, achieving state-of-the-art quality and faster rendering speed.

NeRF-MS: Neural Radiance Fields with Multi-Sequence

Peihao Li, Shaohui Wang, Chen Yang, Bingbing Liu, Weichao Qiu†, Haoqian Wang†

Project

• NeRF-MS trains neural radiance fields from multiple sequences captured by different sensors and at different times.

NeRFVS: Neural Radiance Fields for Free View Synthesis via Geometry Scaffolds

Chen Yang, Peihao Li, Zanwei Zhou, Shanxin Yuan, Bingbing Liu, Xiaokang Yang, Weichao Qiu, Wei Shen†

• NeRFVS significantly reduces the distortions and floaters to achieve indoor scene free view synthesis.