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Research on large language models has advanced significantly across text, speech, images, and videos. However, multi-modal music understanding and generation remain underexplored due to the lack of well-annotated datasets. To address this,…

声音 · 计算机科学 2024-12-10 Shansong Liu , Atin Sakkeer Hussain , Qilong Wu , Chenshuo Sun , Ying Shan

We present the Melody-Guided Music Generation (MG2) model, a novel approach using melody to guide the text-to-music generation that, despite a simple method and limited resources, achieves excellent performance. Specifically, we first align…

声音 · 计算机科学 2024-12-31 Shaopeng Wei , Manzhen Wei , Haoyu Wang , Yu Zhao , Gang Kou

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

This paper introduces MotionGlot, a model that can generate motion across multiple embodiments with different action dimensions, such as quadruped robots and human bodies. By leveraging the well-established training procedures commonly used…

机器人学 · 计算机科学 2025-05-02 Sudarshan Harithas , Srinath Sridhar

The automatic generation of medleys, i.e., musical pieces formed by different songs concatenated via smooth transitions, is not well studied in the current literature. To facilitate research on this topic, we make available a dataset called…

声音 · 计算机科学 2020-08-26 Lukas Faber , Sandro Luck , Damian Pascual , Andreas Roth , Gino Brunner , Roger Wattenhofer

Music to 3D dance generation aims to synthesize realistic and rhythmically synchronized human dance from music. While existing methods often rely on additional genre labels to further improve dance generation, such labels are typically…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Guangtao Lyu , Chenghao Xu , Qi Liu , Jiexi Yan , Muli Yang , Fen Fang , Cheng Deng

In this paper, we introduce Motion-X++, a large-scale multimodal 3D expressive whole-body human motion dataset. Existing motion datasets predominantly capture body-only poses, lacking facial expressions, hand gestures, and fine-grained pose…

计算机视觉与模式识别 · 计算机科学 2025-01-10 Yuhong Zhang , Jing Lin , Ailing Zeng , Guanlin Wu , Shunlin Lu , Yurong Fu , Yuanhao Cai , Ruimao Zhang , Haoqian Wang , Lei Zhang

Generating 3D human motions from text is a challenging yet valuable task. The key aspects of this task are ensuring text-motion consistency and achieving generation diversity. Although recent advancements have enabled the generation of…

计算机视觉与模式识别 · 计算机科学 2025-08-29 Zheng Qin , Yabing Wang , Minghui Yang , Sanping Zhou , Ming Yang , Le Wang

Most existing multimodal machine translation (MMT) datasets are predominantly composed of static images or short video clips, lacking extensive video data across diverse domains and topics. As a result, they fail to meet the demands of…

计算与语言 · 计算机科学 2025-05-12 Jinze Lv , Jian Chen , Zi Long , Xianghua Fu , Yin Chen

Music and dance have always co-existed as pillars of human activities, contributing immensely to the cultural, social, and entertainment functions in virtually all societies. Notwithstanding the gradual systematization of music and dance…

声音 · 计算机科学 2022-02-01 Shuang Wu , Zhenguang Li , Shijian Lu , Li Cheng

Generating videos of complex human motions such as flips, cartwheels, and martial arts remains challenging for current video diffusion models. Text-only conditioning is temporally ambiguous for fine-grained motion control, while explicit…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Ashkan Taghipour , Morteza Ghahremani , Zinuo Li , Hamid Laga , Farid Boussaid , Mohammed Bennamoun

Our research presents a novel motion generation framework designed to produce whole-body motion sequences conditioned on multiple modalities simultaneously, specifically text and audio inputs. Leveraging Vector Quantized Variational…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Sohan Anisetty , James Hays

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

This paper addresses the problem of generating 3D interactive human motion from text. Given a textual description depicting the actions of different body parts in contact with static objects, we synthesize sequences of 3D body poses that…

计算机视觉与模式识别 · 计算机科学 2024-09-17 Sihan Ma , Qiong Cao , Jing Zhang , Dacheng Tao

With the rise of online dance-video platforms and rapid advances in AI-generated content (AIGC), music-driven dance generation has emerged as a compelling research direction. Despite substantial progress in related domains such as…

计算机视觉与模式识别 · 计算机科学 2026-05-08 Kaixing Yang , Jiashu Zhu , Xulong Tang , Ziqiao Peng , Xiangyue Zhang , Puwei Wang , Jiahong Wu , Xiangxiang Chu , Hongyan Liu , Jun He

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

Multimodal immersive spatial drama generation focuses on creating continuous multi-speaker binaural speech with dramatic prosody based on multimodal prompts, with potential applications in AR, VR, and others. This task requires simultaneous…

音频与语音处理 · 电气工程与系统科学 2026-02-17 Yu Zhang , Wenxiang Guo , Changhao Pan , Zhiyuan Zhu , Tao Jin , Zhou Zhao

In this paper, we propose Emotionally paired Music and Image Dataset (EMID), a novel dataset designed for the emotional matching of music and images, to facilitate auditory-visual cross-modal tasks such as generation and retrieval. Unlike…

多媒体 · 计算机科学 2024-08-12 Jialing Zou , Jiahao Mei , Guangze Ye , Tianyu Huai , Qiwei Shen , Daoguo Dong

Conditional human motion generation is an important topic with many applications in virtual reality, gaming, and robotics. While prior works have focused on generating motion guided by text, music, or scenes, these typically result in…

计算机视觉与模式识别 · 计算机科学 2024-02-26 German Barquero , Sergio Escalera , Cristina Palmero

3D human dance motion is a cooperative and elegant social movement. Unlike regular simple locomotion, it is challenging to synthesize artistic dance motions due to the irregularity, kinematic complexity and diversity. It requires the…

图形学 · 计算机科学 2020-06-11 Wenlin Zhuang , Yangang Wang , Joseph Robinson , Congyi Wang , Ming Shao , Yun Fu , Siyu Xia