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相关论文: 3d human motion generation from the text via gestu…

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Generic generation and manipulation of text is challenging and has limited success compared to recent deep generative modeling in visual domain. This paper aims at generating plausible natural language sentences, whose attributes are…

机器学习 · 计算机科学 2018-09-14 Zhiting Hu , Zichao Yang , Xiaodan Liang , Ruslan Salakhutdinov , Eric P. Xing

Text-to-motion models that generate sequences of human poses from textual descriptions are garnering significant attention. However, due to data scarcity, the range of motions these models can produce is still limited. For instance, current…

机器学习 · 计算机科学 2024-10-14 Clayton Leite , Yu Xiao

Text-to-Motion generation has become a fundamental task in human-machine interaction, enabling the synthesis of realistic human motions from natural language descriptions. Although recent advances in large language models and reinforcement…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Runqi Ouyang , Haoyun Li , Zhenyuan Zhang , Xiaofeng Wang , Zeyu Zhang , Zheng Zhu , Guan Huang , Sirui Han , Xingang Wang

This study aims to improve the generation of 3D gestures by utilizing multimodal information from human speech. Previous studies have focused on incorporating additional modalities to enhance the quality of generated gestures. However,…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Zunnan Xu , Yachao Zhang , Sicheng Yang , Ronghui Li , Xiu Li

Human intention detection with hand motion prediction is critical to drive the upper-extremity assistive robots in neurorehabilitation applications. However, the traditional methods relying on physiological signal measurement are…

计算机视觉与模式识别 · 计算机科学 2025-04-03 Yufei He , Xucong Zhang , Arno H. A. Stienen

The connection between our 3D surroundings and the descriptive language that characterizes them would be well-suited for localizing and generating human motion in context but for one problem. The complexity introduced by multiple modalities…

计算机视觉与模式识别 · 计算机科学 2024-05-30 Zoltán Á. Milacski , Koichiro Niinuma , Ryosuke Kawamura , Fernando de la Torre , László A. Jeni

Text-based 3D human motion editing is a critical yet challenging task in computer vision and graphics. While training-free approaches have been explored, the recent release of the MotionFix dataset, which includes source-text-motion…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Zhengyuan Li , Kai Cheng , Anindita Ghosh , Uttaran Bhattacharya , Liangyan Gui , Aniket Bera

Automatically reasoning about future human behaviors is a difficult problem but has significant practical applications to assistive systems. Part of this difficulty stems from learning systems' inability to represent all kinds of behaviors.…

计算机视觉与模式识别 · 计算机科学 2020-04-07 Jiaqi Guan , Ye Yuan , Kris M. Kitani , Nicholas Rhinehart

In this paper, we propose a generative model which learns the relationship between language and human action in order to generate a human action sequence given a sentence describing human behavior. The proposed generative model is a…

机器学习 · 计算机科学 2017-10-25 Hyemin Ahn , Timothy Ha , Yunho Choi , Hwiyeon Yoo , Songhwai Oh

In this paper, we introduce a new task, Reactive Listener Motion Generation from Speaker Utterance, which aims to generate naturalistic listener body motions that appropriately respond to a speaker's utterance. However, modeling such…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Cheng Luo , Bizhu Wu , Bing Li , Jianfeng Ren , Ruibin Bai , Rong Qu , Linlin Shen , Bernard Ghanem

One of the main goals of robotics and intelligent agent research is to enable natural communication with humans in physically situated settings. While recent work has focused on verbal modes such as language and speech, non-verbal…

机器人学 · 计算机科学 2025-09-17 Anna Deichler , Siyang Wang , Simon Alexanderson , Jonas Beskow

The emergence of virtual reality has necessitated the generation of detailed and customizable 3D hand models for interaction in the virtual world. However, the current methods for 3D hand model generation are both expensive and cumbersome,…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Green Rosh , Prateek Kukreja , Vishakha SR , Pawan Prasad B H

This work focuses on full-body co-speech gesture generation. Existing methods typically employ an autoregressive model accompanied by vector-quantized tokens for gesture generation, which results in information loss and compromises the…

图形学 · 计算机科学 2025-03-19 Binjie Liu , Lina Liu , Sanyi Zhang , Songen Gu , Yihao Zhi , Tianyi Zhu , Lei Yang , Long Ye

Recent advancements in language models have demonstrated their adeptness in conducting multi-turn dialogues and retaining conversational context. However, this proficiency remains largely unexplored in other multimodal generative models,…

计算机视觉与模式识别 · 计算机科学 2024-04-04 Biao Jiang , Xin Chen , Chi Zhang , Fukun Yin , Zhuoyuan Li , Gang YU , Jiayuan Fan

Recent years have seen an explosion of work and interest in text-to-3D shape generation. Much of the progress is driven by advances in 3D representations, large-scale pretraining and representation learning for text and image data enabling…

计算机视觉与模式识别 · 计算机科学 2024-03-21 Han-Hung Lee , Manolis Savva , Angel X. Chang

Automatic gesture synthesis from speech is a topic that has attracted researchers for applications in remote communication, video games and Metaverse. Learning the mapping between speech and 3D full-body gestures is difficult due to the…

计算机视觉与模式识别 · 计算机科学 2023-10-12 Kunkun Pang , Dafei Qin , Yingruo Fan , Julian Habekost , Takaaki Shiratori , Junichi Yamagishi , Taku Komura

Current methods for generating human motion videos rely on extracting pose sequences from reference videos, which restricts flexibility and control. Additionally, due to the limitations of pose detection techniques, the extracted pose…

计算机视觉与模式识别 · 计算机科学 2024-12-02 Yuhang Zhang , Yuan Zhou , Zeyu Liu , Yuxuan Cai , Qiuyue Wang , Aidong Men , Huan Yang

Generating 3D human gestures and speech from a text script is critical for creating realistic talking avatars. One solution is to leverage separate pipelines for text-to-speech (TTS) and speech-to-gesture (STG), but this approach suffers…

多媒体 · 计算机科学 2024-09-26 Zixin Guo , Jian Zhang

In this paper, we propose a novel text-based talking-head video generation framework that synthesizes high-fidelity facial expressions and head motions in accordance with contextual sentiments as well as speech rhythm and pauses. To be…

计算机视觉与模式识别 · 计算机科学 2021-05-10 Lincheng Li , Suzhen Wang , Zhimeng Zhang , Yu Ding , Yixing Zheng , Xin Yu , Changjie Fan

Recently, significant progress has been made in text-based motion generation, enabling the generation of diverse and high-quality human motions that conform to textual descriptions. However, generating motions beyond the distribution of…

计算机视觉与模式识别 · 计算机科学 2024-12-06 Xu Shi , Wei Yao , Chuanchen Luo , Junran Peng , Hongwen Zhang , Yunlian Sun
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