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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

Human motion synthesis is an important problem with applications in graphics, gaming and simulation environments for robotics. Existing methods require accurate motion capture data for training, which is costly to obtain. Instead, we…

计算机视觉与模式识别 · 计算机科学 2022-08-15 Kevin Xie , Tingwu Wang , Umar Iqbal , Yunrong Guo , Sanja Fidler , Florian Shkurti

The rising demand for creating lifelike avatars in the digital realm has led to an increased need for generating high-quality human videos guided by textual descriptions and poses. We propose Dancing Avatar, designed to fabricate human…

计算机视觉与模式识别 · 计算机科学 2023-08-16 Bosheng Qin , Wentao Ye , Qifan Yu , Siliang Tang , Yueting Zhuang

Audio-driven human gesture synthesis is a crucial task with broad applications in virtual avatars, human-computer interaction, and creative content generation. Despite notable progress, existing methods often produce gestures that are…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Xukun Zhou , Fengxin Li , Ming Chen , Yan Zhou , Pengfei Wan , Di Zhang , Yeying Jin , Zhaoxin Fan , Hongyan Liu , Jun He

Despite the recent progress of audio-driven video generation, existing methods mostly focus on driving facial movements, leading to non-coherent head and body dynamics. Moving forward, it is desirable yet challenging to generate holistic…

We introduce FaceTalk, a novel generative approach designed for synthesizing high-fidelity 3D motion sequences of talking human heads from input audio signal. To capture the expressive, detailed nature of human heads, including hair, ears,…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Shivangi Aneja , Justus Thies , Angela Dai , Matthias Nießner

Human motion prediction aims to forecast an upcoming pose sequence given a past human motion trajectory. To address the problem, in this work we propose FreqMRN, a human motion prediction framework that takes into account both the kinematic…

计算机视觉与模式识别 · 计算机科学 2023-05-09 Jiarui Sun , Girish Chowdhary

We present a generative approach to forecast long-term future human behavior in 3D, requiring only weak supervision from readily available 2D human action data. This is a fundamental task enabling many downstream applications. The required…

计算机视觉与模式识别 · 计算机科学 2024-05-20 Christian Diller , Thomas Funkhouser , Angela Dai

Despite tremendous recent progress in human video generation, generative video diffusion models still struggle to capture the dynamics and physics of human motions faithfully. In this paper, we propose a new framework for human video…

计算机视觉与模式识别 · 计算机科学 2026-04-08 Tao Hu , Varun Jampani

In this paper, we present an end-to-end pipeline for the creation of high-quality animatable volumetric video content of human performances. Going beyond the application of free-viewpoint volumetric video, we allow re-animation and…

计算机视觉与模式识别 · 计算机科学 2020-09-03 Anna Hilsmann , Philipp Fechteler , Wieland Morgenstern , Wolfgang Paier , Ingo Feldmann , Oliver Schreer , Peter Eisert

Recent neural talking radiance field methods have shown great success in photorealistic audio-driven talking face synthesis. In this paper, we propose a novel interactive framework that utilizes human instructions to edit such implicit…

计算机视觉与模式识别 · 计算机科学 2023-08-17 Yuqi Sun , Ruian He , Weimin Tan , Bo Yan

While previous audio-driven talking head generation (THG) methods generate head poses from driving audio, the generated poses or lips cannot match the audio well or are not editable. In this study, we propose \textbf{PoseTalk}, a THG system…

计算机视觉与模式识别 · 计算机科学 2024-09-05 Jun Ling , Yiwen Wang , Han Xue , Rong Xie , Li Song

While accurate lip synchronization has been achieved for arbitrary-subject audio-driven talking face generation, the problem of how to efficiently drive the head pose remains. Previous methods rely on pre-estimated structural information…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Hang Zhou , Yasheng Sun , Wayne Wu , Chen Change Loy , Xiaogang Wang , Ziwei Liu

Lip synchronization aims to generate realistic talking videos that match given audio, which is essential for high-quality video dubbing. However, current methods have fundamental drawbacks: mask-based approaches suffer from local color…

计算机视觉与模式识别 · 计算机科学 2026-03-05 Ruidi Fan , Yang Zhou , Siyuan Wang , Tian Yu , Yutong Jiang , Xusheng Liu

Animating still face images with deep generative models using a speech input signal is an active research topic and has seen important recent progress.However, much of the effort has been put into lip syncing and rendering quality while the…

图形学 · 计算机科学 2024-12-13 Louis Airale , Dominique Vaufreydaz , Xavier Alameda-Pineda

The generation and editing of audio-conditioned talking portraits guided by multimodal inputs, including text, images, and videos, remains under explored. In this paper, we present SkyReels-Audio, a unified framework for synthesizing…

计算机视觉与模式识别 · 计算机科学 2025-06-03 Zhengcong Fei , Hao Jiang , Di Qiu , Baoxuan Gu , Youqiang Zhang , Jiahua Wang , Jialin Bai , Debang Li , Mingyuan Fan , Guibin Chen , Yahui Zhou

Understanding how humans interact with the world necessitates accurate 3D hand pose estimation, a task complicated by the hand's high degree of articulation, frequent occlusions, self-occlusions, and rapid motions. While most existing…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Enes Duran , Muhammed Kocabas , Vasileios Choutas , Zicong Fan , Michael J. Black

\textbf{Synthetic human dynamics} aims to generate photorealistic videos of human subjects performing expressive, intention-driven motions. However, current approaches face two core challenges: (1) \emph{geometric inconsistency} and…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Weiqi Li , Zehao Zhang , Liang Lin , Guangrun Wang

Recently, interactive digital human video generation has attracted widespread attention and achieved remarkable progress. However, building such a practical system that can interact with diverse input signals in real time remains…

计算机视觉与模式识别 · 计算机科学 2025-08-29 Ming Chen , Liyuan Cui , Wenyuan Zhang , Haoxian Zhang , Yan Zhou , Xiaohan Li , Songlin Tang , Jiwen Liu , Borui Liao , Hejia Chen , Xiaoqiang Liu , Pengfei Wan

Video-based human motion transfer creates video animations of humans following a source motion. Current methods show remarkable results for tightly-clad subjects. However, the lack of temporally consistent handling of plausible clothing…