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We present GaussianAvatar, an efficient approach to creating realistic human avatars with dynamic 3D appearances from a single video. We start by introducing animatable 3D Gaussians to explicitly represent humans in various poses and…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Liangxiao Hu , Hongwen Zhang , Yuxiang Zhang , Boyao Zhou , Boning Liu , Shengping Zhang , Liqiang Nie

This paper studies the task of conditional Human Motion Animation (cHMA). Given a source image and a driving video, the model should animate the new frame sequence, in which the person in the source image should perform a similar motion as…

计算机视觉与模式识别 · 计算机科学 2022-03-23 Yuxin Hong , Xuelin Qian , Simian Luo , Xiangyang Xue , Yanwei Fu

Using joint actuators to drive the skeletal movements is a common practice in character animation, but the resultant torque patterns are often unnatural or infeasible for real humans to achieve. On the other hand, physiologically-based…

图形学 · 计算机科学 2019-08-23 Yifeng Jiang , Tom Van Wouwe , Friedl De Groote , C. Karen Liu

Human behavior is fundamentally shaped by visual perception -- our ability to interact with the world depends on actively gathering relevant information and adapting our movements accordingly. Behaviors like searching for objects, reaching,…

机器人学 · 计算机科学 2025-05-20 Zhengyi Luo , Chen Tessler , Toru Lin , Ye Yuan , Tairan He , Wenli Xiao , Yunrong Guo , Gal Chechik , Kris Kitani , Linxi Fan , Yuke Zhu

We present a novel animatable 3D Gaussian model for rendering high-fidelity free-view human motions in real time. Compared to existing NeRF-based methods, the model owns better capability in synthesizing high-frequency details without the…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Keyang Ye , Tianjia Shao , Kun Zhou

We present HairWeaver, a diffusion-based pipeline that animates a single human image with realistic and expressive hair dynamics. While existing methods successfully control body pose, they lack specific control over hair, and as a result,…

计算机视觉与模式识别 · 计算机科学 2026-02-12 Di Chang , Ji Hou , Aljaz Bozic , Assaf Neuberger , Felix Juefei-Xu , Olivier Maury , Gene Wei-Chin Lin , Tuur Stuyck , Doug Roble , Mohammad Soleymani , Stephane Grabli

In filmmaking, directors typically allow actors to perform freely based on the script before providing specific guidance on how to present key actions. AI-generated content faces similar requirements, where users not only need automatic…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Zheng Qin , Ruobing Zheng , Yabing Wang , Tianqi Li , Zixin Zhu , Sanping Zhou , Ming Yang , Le Wang

Accurate prediction of physical interaction outcomes is a crucial component of human intelligence and is important for safe and efficient deployments of robots in the real world. While there are existing vision-based intuitive physics…

计算机视觉与模式识别 · 计算机科学 2021-11-30 Jiafei Duan , Samson Yu , Soujanya Poria , Bihan Wen , Cheston Tan

We train a model to generate images from multimodal prompts of interleaved text and images such as "a <picture of a man> man and his <picture of a dog> dog in an <picture of a cartoon> animated style." We bootstrap a multimodal dataset by…

计算机视觉与模式识别 · 计算机科学 2024-09-13 William Berman , Alexander Peysakhovich

Generating realistic human motion is essential for many computer vision and graphics applications. The wide variety of human body shapes and sizes greatly impacts how people move. However, most existing motion models ignore these…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Shashank Tripathi , Omid Taheri , Christoph Lassner , Michael J. Black , Daniel Holden , Carsten Stoll

Real world visual navigation requires robots to operate in unfamiliar, human-occupied dynamic environments. Navigation around humans is especially difficult because it requires anticipating their future motion, which can be quite…

机器人学 · 计算机科学 2021-02-16 Varun Tolani , Somil Bansal , Aleksandra Faust , Claire Tomlin

We present ArtiGrasp, a novel method to synthesize bi-manual hand-object interactions that include grasping and articulation. This task is challenging due to the diversity of the global wrist motions and the precise finger control that are…

机器人学 · 计算机科学 2024-03-05 Hui Zhang , Sammy Christen , Zicong Fan , Luocheng Zheng , Jemin Hwangbo , Jie Song , Otmar Hilliges

Synthesizing visual content that meets users' needs often requires flexible and precise controllability of the pose, shape, expression, and layout of the generated objects. Existing approaches gain controllability of generative adversarial…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Xingang Pan , Ayush Tewari , Thomas Leimkühler , Lingjie Liu , Abhimitra Meka , Christian Theobalt

An effective 3D stepping control algorithm that is computationally fast, robust, and easy to implement is extremely important and valuable to character animation research. In this paper, we present a novel technique for generating dynamic,…

图形学 · 计算机科学 2022-10-27 Ben Kenwright

Generating photorealistic images of human subjects in any unseen pose have crucial applications in generating a complete appearance model of the subject. However, from a computer vision perspective, this task becomes significantly…

计算机视觉与模式识别 · 计算机科学 2020-01-07 Arnab Karmakar , Deepak Mishra

We present AvatarPopUp, a method for fast, high quality 3D human avatar generation from different input modalities, such as images and text prompts and with control over the generated pose and shape. The common theme is the use of…

计算机视觉与模式识别 · 计算机科学 2024-07-15 Nikos Kolotouros , Thiemo Alldieck , Enric Corona , Eduard Gabriel Bazavan , Cristian Sminchisescu

Despite significant advances in video generation, synthesizing physically plausible human actions remains a persistent challenge, particularly in modeling fine-grained semantics and complex temporal dynamics. For instance, generating…

计算机视觉与模式识别 · 计算机科学 2025-05-20 Dian Shao , Mingfei Shi , Shengda Xu , Haodong Chen , Yongle Huang , Binglu Wang

We address the computational problem of novel human pose synthesis. Given an image of a person and a desired pose, we produce a depiction of that person in that pose, retaining the appearance of both the person and background. We present a…

计算机视觉与模式识别 · 计算机科学 2018-04-23 Guha Balakrishnan , Amy Zhao , Adrian V. Dalca , Fredo Durand , John Guttag

The data scarcity problem is a crucial factor that hampers the model performance of IMU-based human motion capture. However, effective data augmentation for IMU-based motion capture is challenging, since it has to capture the physical…

计算机视觉与模式识别 · 计算机科学 2024-09-24 Zhuojun Li , Chun Yu , Chen Liang , Yuanchun Shi

In this paper, we introduce a method to automatically reconstruct the 3D motion of a person interacting with an object from a single RGB video. Our method estimates the 3D poses of the person and the object, contact positions, and forces…

计算机视觉与模式识别 · 计算机科学 2019-06-18 Zongmian Li , Jiri Sedlar , Justin Carpentier , Ivan Laptev , Nicolas Mansard , Josef Sivic