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We present a novel pipeline for learning high-quality triangular human avatars from multi-view videos. Recent methods for avatar learning are typically based on neural radiance fields (NeRF), which is not compatible with traditional…

计算机视觉与模式识别 · 计算机科学 2024-07-12 Yushuo Chen , Zerong Zheng , Zhe Li , Chao Xu , Yebin Liu

Traditional 3D morphable face models (3DMMs) provide fine-grained control over expression but cannot easily capture geometric and appearance details. Neural volumetric representations approach photorealism but are hard to animate and do not…

计算机视觉与模式识别 · 计算机科学 2022-11-07 Yufeng Zheng , Victoria Fernández Abrevaya , Marcel C. Bühler , Xu Chen , Michael J. Black , Otmar Hilliges

We present Reduced Gaussian Blendshapes Avatar (RGBAvatar), a method for reconstructing photorealistic, animatable head avatars at speeds sufficient for on-the-fly reconstruction. Unlike prior approaches that utilize linear bases from 3D…

计算机视觉与模式识别 · 计算机科学 2025-03-18 Linzhou Li , Yumeng Li , Yanlin Weng , Youyi Zheng , Kun Zhou

Face reenactment methods attempt to restore and re-animate portrait videos as realistically as possible. Existing methods face a dilemma in quality versus controllability: 2D GAN-based methods achieve higher image quality but suffer in…

计算机视觉与模式识别 · 计算机科学 2023-05-02 Lizhen Wang , Xiaochen Zhao , Jingxiang Sun , Yuxiang Zhang , Hongwen Zhang , Tao Yu , Yebin Liu

While 2D pose estimation has advanced our ability to interpret body movements in animals and primates, it is limited by the lack of depth information, constraining its application range. 3D pose estimation provides a more comprehensive…

计算机视觉与模式识别 · 计算机科学 2025-01-03 Soumyaratna Debnath , Harish Katti , Shashikant Verma , Shanmuganathan Raman

The problem of modeling an animatable 3D human head avatar under light-weight setups is of significant importance but has not been well solved. Existing 3D representations either perform well in the realism of portrait images synthesis or…

计算机视觉与模式识别 · 计算机科学 2023-10-02 Xiaochen Zhao , Lizhen Wang , Jingxiang Sun , Hongwen Zhang , Jinli Suo , Yebin Liu

Advancements in neural implicit representations and differentiable rendering have markedly improved the ability to learn animatable 3D avatars from sparse multi-view RGB videos. However, current methods that map observation space to…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Zichen Tang , Hongyu Yang , Hanchen Zhang , Jiaxin Chen , Di Huang

Motivated by augmented and virtual reality applications such as telepresence, there has been a recent focus in real-time performance capture of humans under motion. However, given the real-time constraint, these systems often suffer from…

We introduce Train/Test-Time Adaptation with Retrieval (${\rm T^3AR}$), a method to adapt models both at train and test time by means of a retrieval module and a searchable pool of external samples. Before inference, ${\rm T^3AR}$ adapts a…

计算机视觉与模式识别 · 计算机科学 2023-03-28 Luca Zancato , Alessandro Achille , Tian Yu Liu , Matthew Trager , Pramuditha Perera , Stefano Soatto

In this paper, we propose a novel framework, Tracking-free Relightable Avatar (TRAvatar), for capturing and reconstructing high-fidelity 3D avatars. Compared to previous methods, TRAvatar works in a more practical and efficient setting.…

计算机视觉与模式识别 · 计算机科学 2023-09-11 Haotian Yang , Mingwu Zheng , Wanquan Feng , Haibin Huang , Yu-Kun Lai , Pengfei Wan , Zhongyuan Wang , Chongyang Ma

Generating animatable human avatars from a single image is essential for various digital human modeling applications. Existing 3D reconstruction methods often struggle to capture fine details in animatable models, while generative…

计算机视觉与模式识别 · 计算机科学 2024-12-04 Lingteng Qiu , Shenhao Zhu , Qi Zuo , Xiaodong Gu , Yuan Dong , Junfei Zhang , Chao Xu , Zhe Li , Weihao Yuan , Liefeng Bo , Guanying Chen , Zilong Dong

We present a method for fast 3D reconstruction and real-time rendering of dynamic humans from monocular videos with accompanying parametric body fits. Our method can reconstruct a dynamic human in less than 3h using a single GPU, compared…

计算机视觉与模式识别 · 计算机科学 2023-03-22 Ignacio Rocco , Iurii Makarov , Filippos Kokkinos , David Novotny , Benjamin Graham , Natalia Neverova , Andrea Vedaldi

We present FHAvatar, a novel framework for reconstructing 3D Gaussian avatars with composable face and hair components from an arbitrary number of views. Unlike previous approaches that couple facial and hair representations within a…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Yujie Sun , Zhuoqiang Cai , Chaoyue Niu , Jianchuan Chen , Zhiwen Chen , Chengfei Lv , Fan Wu

Movie productions use high resolution 3d characters with complex proprietary rigs to create the highest quality images possible for large displays. Unfortunately, these 3d assets are typically not compatible with real-time graphics engines…

图形学 · 计算机科学 2020-03-24 Dominik Borer , Lu Yuhang , Laura Wuelfroth , Jakob Buhmann , Martin Guay

In this paper, we take a significant step towards real-world applicability of monocular neural avatar reconstruction by contributing InstantAvatar, a system that can reconstruct human avatars from a monocular video within seconds, and these…

计算机视觉与模式识别 · 计算机科学 2022-12-21 Tianjian Jiang , Xu Chen , Jie Song , Otmar Hilliges

Virtual Reality (VR) applications have revolutionized user experiences by immersing individuals in interactive 3D environments. These environments find applications in numerous fields, including healthcare, education, or architecture. A…

计算机视觉与模式识别 · 计算机科学 2024-04-30 Antoine Maiorca , Seyed Abolfazl Ghasemzadeh , Thierry Ravet , François Cresson , Thierry Dutoit , Christophe De Vleeschouwer

Constructing and animating humans is an important component for building virtual worlds in a wide variety of applications such as virtual reality or robotics testing in simulation. As there are exponentially many variations of humans with…

计算机视觉与模式识别 · 计算机科学 2021-01-19 Ze Yang , Shenlong Wang , Sivabalan Manivasagam , Zeng Huang , Wei-Chiu Ma , Xinchen Yan , Ersin Yumer , Raquel Urtasun

Existing approaches to animatable NeRF-based head avatars are either built upon face templates or use the expression coefficients of templates as the driving signal. Despite the promising progress, their performances are heavily bound by…

计算机视觉与模式识别 · 计算机科学 2023-05-04 Yuelang Xu , Hongwen Zhang , Lizhen Wang , Xiaochen Zhao , Han Huang , Guojun Qi , Yebin Liu

Generating personalized 3D avatars is crucial for AR/VR. However, recent text-to-3D methods that generate avatars for celebrities or fictional characters, struggle with everyday people. Methods for faithful reconstruction typically require…

计算机视觉与模式识别 · 计算机科学 2024-09-17 Yuliang Xiu , Yufei Ye , Zhen Liu , Dimitrios Tzionas , Michael J. Black

We present a method to reconstruct time-consistent human body models from monocular videos, focusing on extremely loose clothing or handheld object interactions. Prior work in human reconstruction is either limited to tight clothing with no…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Jeff Tan , Donglai Xiang , Shubham Tulsiani , Deva Ramanan , Gengshan Yang