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
2025Year
19Citations
3Top-tier citations
Abstract
Reconstruction Reconstruction Figure 1. 3D Avatar Reconstruction and Animation Results of our LHM. Our method reconstructs an animatable human avatar in a single feed-forward pass in seconds. The resulting model supports real-time rendering and pose-controlled animation.
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Cited by top-tier papers3
- LottieGPT: Tokenizing Vector Animation for Autoregressive GenerationJunhao Chen, Kejun Gao, Yuehan Cui, Mingze Sun et al.CVPR 2026 · 10 citations
- UIKA: Fast Universal Head Avatar from Pose-Free ImagesZijian Wu, Boyao Zhou, Liangxiao Hu, Hongyu Liu et al.CVPR 2026 · 6 citations
- CrowdGaussian: Reconstructing High-Fidelity 3D Gaussians for Human Crowd from a Single ImageYizheng Song, Yiyu Zhuang, Qipeng Xu, Haixiang Wang et al.CVPR 2026 · 1 citation
Builds on41
- 3D Gaussian Splatting for Real-Time Radiance Field RenderingBernhard Kerbl, Georgios Kopanas, Thomas Leimkühler, George DrettakisSIGGRAPH 2023 · 5,687 citations
- Scaling Rectified Flow Transformers for High-Resolution Image SynthesisPatrick Esser, Sumith Kulal, Andreas Blattmann, Rahim Entezari et al.ICML 2024 · 3,620 citations
- PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human DigitizationShunsuke Saito, Zeng Huang, Ryota Natsume, Shigeo Morishima et al.ICCV 2019 · 1,411 citations
- DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content CreationJiaxiang Tang, Jiawei Ren, Hang Zhou, Ziwei Liu et al.ICLR 2024 · 955 citations
- LRM: Large Reconstruction Model for Single Image to 3DYicong Hong, Kai Zhang, Jiuxiang Gu, Sai Bi et al.ICLR 2024 · 813 citations
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