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Text-guided human motion generation has drawn significant interest because of its impactful applications spanning animation and robotics. Recently, application of diffusion models for motion generation has enabled improvements in the…

计算机视觉与模式识别 · 计算机科学 2023-05-17 Samaneh Azadi , Akbar Shah , Thomas Hayes , Devi Parikh , Sonal Gupta

Cross-modality generation is an emerging topic that aims to synthesize data in one modality based on information in a different modality. In this paper, we consider a task of such: given an arbitrary audio speech and one lip image of…

计算机视觉与模式识别 · 计算机科学 2018-05-23 Lele Chen , Zhiheng Li , Ross K. Maddox , Zhiyao Duan , Chenliang Xu

The generation of co-speech gestures for digital humans is an emerging area in the field of virtual human creation. Prior research has made progress by using acoustic and semantic information as input and adopting classify method to…

声音 · 计算机科学 2024-04-16 Fan Zhang , Naye Ji , Fuxing Gao , Siyuan Zhao , Zhaohan Wang , Shunman Li

Text-to-motion generation is an emerging and challenging problem, which aims to synthesize motion with the same semantics as the input text. However, due to the lack of diverse labeled training data, most approaches either limit to specific…

计算机视觉与模式识别 · 计算机科学 2023-03-27 Junfan Lin , Jianlong Chang , Lingbo Liu , Guanbin Li , Liang Lin , Qi Tian , Chang Wen Chen

Recent advances in text-driven human motion generation enable models to synthesize realistic motion sequences from natural language descriptions. However, most existing approaches assume identity-neutral motion and generate movements using…

计算机视觉与模式识别 · 计算机科学 2026-04-29 Wenqi Jia , Zekun Li , Abhay Mittal , Chengcheng Tang , Chuan Guo , Lezi Wang , James Matthew Rehg , Lingling Tao , Size An

This paper presents a novel approach for generating 3D talking heads from raw audio inputs. Our method grounds on the idea that speech related movements can be comprehensively and efficiently described by the motion of a few control points…

计算机视觉与模式识别 · 计算机科学 2023-07-27 Federico Nocentini , Claudio Ferrari , Stefano Berretti

Communicative gestures and speech acoustic are tightly linked. Our objective is to predict the timing of gestures according to the acoustic. That is, we want to predict when a certain gesture occurs. We develop a model based on a recurrent…

人机交互 · 计算机科学 2021-04-27 Fajrian Yunus , Chloé Clavel , Catherine Pelachaud

People communicate using both speech and non-verbal signals such as gestures, face expression or body pose. Non-verbal signals impact the meaning of the spoken utterance in an abundance of ways. An absence of non-verbal signals impoverishes…

计算机视觉与模式识别 · 计算机科学 2021-08-24 Manuel Rebol , Christian Gütl , Krzysztof Pietroszek

Linking human whole-body motion and natural language is of great interest for the generation of semantic representations of observed human behaviors as well as for the generation of robot behaviors based on natural language input. While…

机器学习 · 计算机科学 2018-08-06 Matthias Plappert , Christian Mandery , Tamim Asfour

When humans speak, gestures help convey communicative intentions, such as adding emphasis or describing concepts. However, current co-speech gesture generation methods rely solely on superficial linguistic cues (e.g. speech audio or text…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Pinxin Liu , Haiyang Liu , Luchuan Song , Jason J. Corso , Chenliang Xu

In this paper, a deep learning-based model for 3D human motion generation from the text is proposed via gesture action classification and an autoregressive model. The model focuses on generating special gestures that express human thinking,…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Gwantae Kim , Youngsuk Ryu , Junyeop Lee , David K. Han , Jeongmin Bae , Hanseok Ko

Recently, human motion analysis has experienced great improvement due to inspiring generative models such as the denoising diffusion model and large language model. While the existing approaches mainly focus on generating motions with…

计算机视觉与模式识别 · 计算机科学 2024-12-02 Yiming Wu , Wei Ji , Kecheng Zheng , Zicheng Wang , Dong Xu

Previous audio generation mainly focuses on specified sound classes such as speech or music, whose form and content are greatly restricted. In this paper, we go beyond specific audio generation by using natural language description as a…

声音 · 计算机科学 2023-05-04 Guangwei Li , Xuenan Xu , Lingfeng Dai , Mengyue Wu , Kai Yu

Co-speech gesture generation is crucial for creating lifelike avatars and enhancing human-computer interactions by synchronizing gestures with speech. Despite recent advancements, existing methods struggle with accurately identifying the…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Pinxin Liu , Pengfei Zhang , Hyeongwoo Kim , Pablo Garrido , Ari Shapiro , Kyle Olszewski

Audio-driven one-shot talking face generation methods are usually trained on video resources of various persons. However, their created videos often suffer unnatural mouth shapes and asynchronous lips because those methods struggle to learn…

计算机视觉与模式识别 · 计算机科学 2021-12-07 Suzhen Wang , Lincheng Li , Yu Ding , Xin Yu

Co-speech gestures, gestures that accompany speech, play an important role in human communication. Automatic co-speech gesture generation is thus a key enabling technology for embodied conversational agents (ECAs), since humans expect ECAs…

人机交互 · 计算机科学 2021-02-24 Taras Kucherenko , Patrik Jonell , Youngwoo Yoon , Pieter Wolfert , Gustav Eje Henter

The body movements accompanying speech aid speakers in expressing their ideas. Co-speech motion generation is one of the important approaches for synthesizing realistic avatars. Due to the intricate correspondence between speech and motion,…

多媒体 · 计算机科学 2024-08-28 Sen Wang , Jiangning Zhang , Xin Tan , Zhifeng Xie , Chengjie Wang , Lizhuang Ma

Text-to-motion models excel at efficient human motion generation, but existing approaches lack fine-grained controllability over the generation process. Consequently, modifying subtle postures within a motion or inserting new actions at…

计算机视觉与模式识别 · 计算机科学 2024-09-20 Yiming Huang , Weilin Wan , Yue Yang , Chris Callison-Burch , Mark Yatskar , Lingjie Liu

Whenever we speak, our voice is accompanied by facial movements and expressions. Several recent works have shown the synthesis of highly photo-realistic videos of talking faces, but they either require a source video to drive the target…

计算机视觉与模式识别 · 计算机科学 2020-11-03 Prateek Manocha , Prithwijit Guha

Conditional motion generation has been extensively studied in computer vision, yet two critical challenges remain. First, while masked autoregressive methods have recently outperformed diffusion-based approaches, existing masking models…

计算机视觉与模式识别 · 计算机科学 2025-03-13 Zeyu Zhang , Yiran Wang , Wei Mao , Danning Li , Rui Zhao , Biao Wu , Zirui Song , Bohan Zhuang , Ian Reid , Richard Hartley