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Visuals can enhance our experience of music, owing to the way they can amplify the emotions and messages conveyed within it. However, creating music visualization is a complex, time-consuming, and resource-intensive process. We introduce…

Human-Computer Interaction · Computer Science 2023-09-29 Vivian Liu , Tao Long , Nathan Raw , Lydia Chilton

The advent of ML music models such as Google Magenta's MusicVAE now allow us to extract and replicate compositional features from otherwise complex datasets. These models allow computational composers to parameterize abstract variables such…

Multimedia · Computer Science 2021-12-06 Zack Harris , Liam Atticus Clarke , Pietro Gagliano , Dante Camarena , Manal Siddiqui , Pablo S. Castro

With the rise of AI-generated content (AIGC), generating perceptually natural and feeling-aligned music from multimodal inputs has become a central challenge. Existing approaches often rely on explicit emotion labels that require costly…

Sound · Computer Science 2025-12-02 Jiaying Hong , Ting Zhu , Thanet Markchom , Huizhi Liang

AI-empowered music processing is a diverse field that encompasses dozens of tasks, ranging from generation tasks (e.g., timbre synthesis) to comprehension tasks (e.g., music classification). For developers and amateurs, it is very difficult…

Computation and Language · Computer Science 2023-10-26 Dingyao Yu , Kaitao Song , Peiling Lu , Tianyu He , Xu Tan , Wei Ye , Shikun Zhang , Jiang Bian

In this paper, we introduce Foley Music, a system that can synthesize plausible music for a silent video clip about people playing musical instruments. We first identify two key intermediate representations for a successful video to music…

Computer Vision and Pattern Recognition · Computer Science 2020-07-22 Chuang Gan , Deng Huang , Peihao Chen , Joshua B. Tenenbaum , Antonio Torralba

As robots enter everyday spaces like offices, the sounds they create affect how they are perceived. We present Music Mode, a novel mapping between a robot's joint motions and sounds, programmed by artists and engineers to make the robot…

Robotics · Computer Science 2024-04-02 Catie Cuan , Emre Fisher , Allison Okamura , Tom Engbersen

Discrete representation learning has shown promising results across various domains, including generation and understanding in image, speech and language. Inspired by these advances, we propose MuseTok, a tokenization method for symbolic…

Creation of images using generative adversarial networks has been widely adapted into multi-modal regime with the advent of multi-modal representation models pre-trained on large corpus. Various modalities sharing a common representation…

Sound · Computer Science 2022-06-10 Yoonjeon Kim , Joel Jang , Sumin Shin

This pictorial aims to critically consider the nature of text-to-audio and text-to-music generative tools in the context of explainable AI. As a group of experimental musicians and researchers, we are enthusiastic about the creative…

Sound · Computer Science 2024-08-15 Jesse Allison , Drew Farrar , Treya Nash , Carlos Román , Morgan Weeks , Fiona Xue Ju

Generating music from text descriptions is a user-friendly mode since the text is a relatively easy interface for user engagement. While some approaches utilize texts to control music audio generation, editing musical elements in generated…

Sound · Computer Science 2023-06-02 Peiling Lu , Xin Xu , Chenfei Kang , Botao Yu , Chengyi Xing , Xu Tan , Jiang Bian

This paper explores the integration of visual communication and musical interaction by implementing a robotic camera within a "Guided Harmony" musical game. We aim to examine co-creative behaviors between human musicians and robotic…

Human-Computer Interaction · Computer Science 2024-10-29 Ross Greer , Laura Fleig , Shlomo Dubnov

In recent years, remarkable advancements in artificial intelligence-generated content (AIGC) have been achieved in the fields of image synthesis and text generation, generating content comparable to that produced by humans. However, the…

Sound · Computer Science 2025-01-16 Sida Tian , Can Zhang , Wei Yuan , Wei Tan , Wenjie Zhu

With the rise of artificial intelligence (AI), there has been increasing interest in human-AI co-creation in a variety of artistic domains including music as AI-driven systems are frequently able to generate human-competitive artifacts.…

Human-Computer Interaction · Computer Science 2025-04-22 Renaud Bougueng Tchemeube , Jeff Ens , Cale Plut , Philippe Pasquier , Maryam Safi , Yvan Grabit , Jean-Baptiste Rolland

Music composition has long been recognized as a significant art form. However, existing digital audio workstations and music production software often present high entry barriers for users lacking formal musical training. To address this,…

Human-Computer Interaction · Computer Science 2025-02-24 Hongxi Pu , Futian Jiang , Zihao Chen , Xingyue Song

Art has long been a profound medium for expressing emotions. While existing image stylization methods effectively transform visual appearance, they often overlook the emotional impact carried by styles. To bridge this gap, we introduce…

Computer Vision and Pattern Recognition · Computer Science 2025-12-08 Jingyuan Yang , Zihuan Bai , Hui Huang

In this work, we provide a comprehensive survey of AI music generation tools, including both research projects and commercialized applications. To conduct our analysis, we classified music generation approaches into three categories:…

Sound · Computer Science 2023-08-28 Yueyue Zhu , Jared Baca , Banafsheh Rekabdar , Reza Rawassizadeh

In this work, we explore the musical interface potential of the MindCube, an interactive device designed to study emotions. Embedding diverse sensors and input devices, this interface resembles a fidget cube toy commonly used to help users…

Human-Computer Interaction · Computer Science 2025-06-24 Fangzheng Liu , Lancelot Blanchard , Don D. Haddad , Joseph A. Paradiso

With the development of deep neural networks, automatic music composition has made great progress. Although emotional music can evoke listeners' different emotions and it is important for artistic expression, only few researches have…

Sound · Computer Science 2021-12-17 Kaitong Zheng , Ruijie Meng , Chengshi Zheng , Xiaodong Li , Jinqiu Sang , Juanjuan Cai , Jie Wang

Emotions critically influence mental health, driving interest in music-based affective computing via neurophysiological signals with Brain-computer Interface techniques. While prior studies leverage music's accessibility for emotion…

Sound · Computer Science 2025-08-08 Sha Zhao , Song Yi , Yangxuan Zhou , Jiadong Pan , Jiquan Wang , Jie Xia , Shijian Li , Shurong Dong , Gang Pan

Bridging emotions and visual content for emotion-driven image editing holds great potential in creative industries, yet precise manipulation remains challenging due to the abstract nature of emotions and their varied manifestations across…

Computer Vision and Pattern Recognition · Computer Science 2025-07-21 Jiarong Ye , Sharon X. Huang