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We study a challenging task: text-to-motion synthesis, aiming to generate motions that align with textual descriptions and exhibit coordinated movements. Currently, the part-based methods introduce part partition into the motion synthesis…

计算机视觉与模式识别 · 计算机科学 2024-07-24 Qiran Zou , Shangyuan Yuan , Shian Du , Yu Wang , Chang Liu , Yi Xu , Jie Chen , Xiangyang Ji

In this work, we propose TextIM, a novel framework for synthesizing TEXT-driven human Interactive Motions, with a focus on the precise alignment of part-level semantics. Existing methods often overlook the critical roles of interactive body…

计算机视觉与模式识别 · 计算机科学 2024-08-07 Siyuan Fan , Bo Du , Xiantao Cai , Bo Peng , Longling Sun

Although existing text-to-motion (T2M) methods can produce realistic human motion from text description, it is still difficult to align the generated motion with the desired postures since using text alone is insufficient for precisely…

计算机视觉与模式识别 · 计算机科学 2025-04-03 Ling-An Zeng , Gaojie Wu , Ancong Wu , Jian-Fang Hu , Wei-Shi Zheng

Generating natural and expressive human motions from textual descriptions is challenging due to the complexity of coordinating full-body dynamics and capturing nuanced motion patterns over extended sequences that accurately reflect the…

计算机视觉与模式识别 · 计算机科学 2026-01-30 Seong-Eun Hong , Soobin Lim , Juyeong Hwang , Minwook Chang , Hyeongyeop Kang

Styled motion in-betweening is crucial for computer animation and gaming. However, existing methods typically encode motion styles by modeling whole-body motions, often overlooking the representation of individual body parts. This…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Minyue Dai , Ke Fan , Bin Ji , Haoran Xu , Haoyu Zhao , Junting Dong , Jingbo Wang , Bo Dai

Text-driven motion generation offers a powerful and intuitive way to create human movements directly from natural language. By removing the need for predefined motion inputs, it provides a flexible and accessible approach to controlling…

计算机视觉与模式识别 · 计算机科学 2025-05-15 Ali Rida Sahili , Najett Neji , Hedi Tabia

The field has made significant progress in synthesizing realistic human motion driven by various modalities. Yet, the need for different methods to animate various body parts according to different control signals limits the scalability of…

计算机视觉与模式识别 · 计算机科学 2023-11-29 Zixiang Zhou , Yu Wan , Baoyuan Wang

Text-to-motion synthesis is a crucial task in computer vision. Existing methods are limited in their universality, as they are tailored for single-person or two-person scenarios and can not be applied to generate motions for more…

计算机视觉与模式识别 · 计算机科学 2024-05-27 Ke Fan , Junshu Tang , Weijian Cao , Ran Yi , Moran Li , Jingyu Gong , Jiangning Zhang , Yabiao Wang , Chengjie Wang , Lizhuang Ma

Recent advances in dance generation have enabled the automatic synthesis of 3D dance motions. However, existing methods still face significant challenges in simultaneously achieving high realism, precise dance-music synchronization, diverse…

Recent advances in generative motion synthesis have enabled the production of realistic human motions from diverse input modalities. However, synthesizing compound actions from texts, which integrate multiple concurrent actions into…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Yue Jiang , Mingyu Yang , Liuyuxin Yang , Yang Xu , Bingxin Yun , Yuhe Zhang

Generating 3D human motion based on textual descriptions has been a research focus in recent years. It requires the generated motion to be diverse, natural, and conform to the textual description. Due to the complex spatio-temporal nature…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Chongyang Zhong , Lei Hu , Zihao Zhang , Shihong Xia

Generating stylized 3D human motion from speech signals presents substantial challenges, primarily due to the intricate and fine-grained relationships among speech signals, individual styles, and the corresponding body movements. Current…

计算机视觉与模式识别 · 计算机科学 2025-10-16 Lianlian Liu , YongKang He , Zhaojie Chu , Xiaofen Xing , Xiangmin Xu

The generation of humanoid animation from text prompts can profoundly impact animation production and AR/VR experiences. However, existing methods only generate body motion data, excluding facial expressions and hand movements. This…

计算机视觉与模式识别 · 计算机科学 2024-09-23 Mingdian Liu , Yilin Liu , Gurunandan Krishnan , Karl S Bayer , Bing Zhou

This work aims to generate natural and diverse group motions of multiple humans from textual descriptions. While single-person text-to-motion generation is extensively studied, it remains challenging to synthesize motions for more than one…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Mengyi Shan , Lu Dong , Yutao Han , Yuan Yao , Tao Liu , Ifeoma Nwogu , Guo-Jun Qi , Mitch Hill

We present the Pathways Autoregressive Text-to-Image (Parti) model, which generates high-fidelity photorealistic images and supports content-rich synthesis involving complex compositions and world knowledge. Parti treats text-to-image…

Text-to-motion (T2M) generation is becoming a practical tool for animation and interactive avatars. However, modifying specific body parts while maintaining overall motion coherence remains challenging. Existing methods typically rely on…

计算机视觉与模式识别 · 计算机科学 2026-03-23 Minyue Dai , Ke Fan , Anyi Rao , Jingbo Wang , Bo Dai

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

Text-to-motion generation requires not only grounding local actions in language but also seamlessly blending these individual actions to synthesize diverse and realistic global motions. However, existing motion generation methods primarily…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Peng Jin , Hao Li , Zesen Cheng , Kehan Li , Runyi Yu , Chang Liu , Xiangyang Ji , Li Yuan , Jie Chen

Text-driven human motion generation, as one of the vital tasks in computer-aided content creation, has recently attracted increasing attention. While pioneering research has largely focused on improving numerical performance metrics on…

计算机视觉与模式识别 · 计算机科学 2024-05-27 Yunyao Mao , Xiaoyang Liu , Wengang Zhou , Zhenbo Lu , Houqiang Li

Previous text-to-image synthesis algorithms typically use explicit textual instructions to generate/manipulate images accurately, but they have difficulty adapting to guidance in the form of coarsely matched texts. In this work, we attempt…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Mengyao Cui , Zhe Zhu , Shao-Ping Lu , Yulu Yang
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