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相关论文: SMooDi: Stylized Motion Diffusion Model

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Generating the motion of orchestral conductors from a given piece of symphony music is a challenging task since it requires a model to learn semantic music features and capture the underlying distribution of real conducting motion. Prior…

音频与语音处理 · 电气工程与系统科学 2023-11-14 Zhuoran Zhao , Jinbin Bai , Delong Chen , Debang Wang , Yubo Pan

Text style transfer aims to alter the style of a sentence while preserving its content. Due to the lack of parallel corpora, most recent work focuses on unsupervised methods and often uses cycle construction to train models. Since cycle…

计算与语言 · 计算机科学 2022-12-20 Kangchen Zhu , Zhiliang Tian , Ruifeng Luo , Xiaoguang Mao

Fashion content generation is an emerging area at the intersection of artificial intelligence and creative design, with applications ranging from virtual try-on to culturally diverse design prototyping. Existing methods often struggle with…

计算与语言 · 计算机科学 2025-01-28 Spencer Ramsey , Amina Grant , Jeffrey Lee

Text-to-motion generation aims to generate 3D human motions that are tightly aligned with the input text while remaining physically plausible and rich in fine-grained detail. Although recent approaches can produce complex and natural…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Heng Li , Xiaotong Lin , Ling-An Zeng , Yulei Kang , Shuai Li , Jian-Fang Hu

Diffusion models have seen rapid adoption in robotic imitation learning, enabling autonomous execution of complex dexterous tasks. However, action synthesis is often slow, requiring many steps of iterative denoising, limiting the extent to…

机器人学 · 计算机科学 2024-10-14 Sigmund H. Høeg , Yilun Du , Olav Egeland

Motion control is crucial for generating expressive and compelling video content; however, most existing video generation models rely mainly on text prompts for control, which struggle to capture the nuances of dynamic actions and temporal…

The generation of stylistic 3D facial animations driven by speech presents a significant challenge as it requires learning a many-to-many mapping between speech, style, and the corresponding natural facial motion. However, existing methods…

计算机视觉与模式识别 · 计算机科学 2024-05-15 Zhiyao Sun , Tian Lv , Sheng Ye , Matthieu Lin , Jenny Sheng , Yu-Hui Wen , Minjing Yu , Yong-Jin Liu

Image customization has been extensively studied in text-to-image (T2I) diffusion models, leading to impressive outcomes and applications. With the emergence of text-to-video (T2V) diffusion models, its temporal counterpart, motion…

计算机视觉与模式识别 · 计算机科学 2024-08-29 Yixuan Ren , Yang Zhou , Jimei Yang , Jing Shi , Difan Liu , Feng Liu , Mingi Kwon , Abhinav Shrivastava

Diffusion models are increasingly popular for generative tasks, including personalized composition of subjects and styles. While diffusion models can generate user-specified subjects performing text-guided actions in custom styles, they…

Generating images that fit a given text description using machine learning has improved greatly with the release of technologies such as the CLIP image-text encoder model; however, current methods lack artistic control of the style of image…

计算机视觉与模式识别 · 计算机科学 2022-02-28 Peter Schaldenbrand , Zhixuan Liu , Jean Oh

Video diffusion models, trained on large-scale datasets, naturally capture correspondences of shared features across frames. Recent works have exploited this property for tasks such as optical flow prediction and tracking in a zero-shot…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Tianqi Zhang , Ziyi Wang , Wenzhao Zheng , Weiliang Chen , Yuanhui Huang , Zhengyang Huang , Jie Zhou , Jiwen Lu

Striking a balance between efficiency and transparent motion is a core challenge in human-robot collaboration, as highly expressive movements often incur unnecessary time and energy costs. In collaborative environments, legibility allows a…

机器人学 · 计算机科学 2026-05-07 Adrien Jacquet Crétides , Mouad Abrini , Hamed Rahimi , Mohamed Chetouani

Style transfer algorithms strive to render the content of one image using the style of another. We propose Style Transfer by Relaxed Optimal Transport and Self-Similarity (STROTSS), a new optimization-based style transfer algorithm. We…

计算机视觉与模式识别 · 计算机科学 2019-10-11 Nicholas Kolkin , Jason Salavon , Greg Shakhnarovich

With the availability of large-scale video datasets and the advances of diffusion models, text-driven video generation has achieved substantial progress. However, existing video generation models are typically trained on a limited number of…

计算机视觉与模式识别 · 计算机科学 2024-01-31 Haonan Qiu , Menghan Xia , Yong Zhang , Yingqing He , Xintao Wang , Ying Shan , Ziwei Liu

Recent advances in vision-language models have facilitated progress in sketch generation. However, existing specialized methods primarily focus on generic synthesis and lack mechanisms for precise control over sketch styles. In this work,…

计算机视觉与模式识别 · 计算机科学 2025-11-07 Tengjie Li , Shikui Tu , Lei Xu

Customizing text-to-image (T2I) models has seen tremendous progress recently, particularly in areas such as personalization, stylization, and conditional generation. However, expanding this progress to video generation is still in its…

计算机视觉与模式识别 · 计算机科学 2024-07-12 Hila Chefer , Shiran Zada , Roni Paiss , Ariel Ephrat , Omer Tov , Michael Rubinstein , Lior Wolf , Tali Dekel , Tomer Michaeli , Inbar Mosseri

Inspired by the strong ties between vision and language, the two intimate human sensing and communication modalities, our paper aims to explore the generation of 3D human full-body motions from texts, as well as its reciprocal task,…

计算机视觉与模式识别 · 计算机科学 2022-08-08 Chuan Guo , Xinxin Zuo , Sen Wang , Li Cheng

Text-to-motion generation, which synthesizes 3D human motions from text inputs, holds immense potential for applications in gaming, film, and robotics. Recently, diffusion-based methods have been shown to generate more diversity and…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Wanjiang Weng , Xiaofeng Tan , Junbo Wang , Guo-Sen Xie , Pan Zhou , Hongsong Wang

Generating realistic conversational gestures are essential for achieving natural, socially engaging interactions with digital humans. However, existing methods typically map a single audio stream to a single speaker's motion, without…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Yichen Peng , Jyun-Ting Song , Siyeol Jung , Ruofan Liu , Haiyang Liu , Xuangeng Chu , Ruicong Liu , Erwin Wu , Hideki Koike , Kris Kitani

Urban scene reconstruction requires modeling both static infrastructure and dynamic elements while supporting diverse environmental conditions. We present \textbf{StyledStreets}, a multi-style street simulator that achieves…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Yuyin Chen , Yida Wang , Xueyang Zhang , Kun Zhan , Peng Jia , Yifei Zhan , Xianpeng Lang
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