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相关论文: Music2P: A Multi-Modal AI-Driven Tool for Simplify…

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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…

声音 · 计算机科学 2025-12-02 Jiaying Hong , Ting Zhu , Thanet Markchom , Huizhi Liang

Over 60,000 songs are released on Spotify every day, and the competition for the listener's attention is immense. In that regard, the importance of captivating and inviting cover art cannot be underestimated, because it is deeply entangled…

声音 · 计算机科学 2022-07-18 James Marien , Sam Leroux , Bart Dhoedt , Cedric De Boom

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…

计算与语言 · 计算机科学 2023-10-26 Dingyao Yu , Kaitao Song , Peiling Lu , Tianyu He , Xu Tan , Wei Ye , Shikun Zhang , Jiang Bian

Artificial Intelligence and generative models have revolutionized music creation, with many models leveraging textual or visual prompts for guidance. However, existing image-to-music models are limited to simple images, lacking the…

多媒体 · 计算机科学 2025-07-31 Ivan Rinaldi , Nicola Fanelli , Giovanna Castellano , Gennaro Vessio

The field of AI-assisted music creation has made significant strides, yet existing systems often struggle to meet the demands of iterative and nuanced music production. These challenges include providing sufficient control over the…

声音 · 计算机科学 2024-11-22 Yixiao Zhang

Creating music is iterative, requiring varied methods at each stage. However, existing AI music systems fall short in orchestrating multiple subsystems for diverse needs. To address this gap, we introduce Loop Copilot, a novel system that…

声音 · 计算机科学 2024-09-02 Yixiao Zhang , Akira Maezawa , Gus Xia , Kazuhiko Yamamoto , Simon Dixon

Piano covers of pop music are enjoyed by many people. However, the task of automatically generating piano covers of pop music is still understudied. This is partly due to the lack of synchronized {Pop, Piano Cover} data pairs, which made it…

声音 · 计算机科学 2023-04-04 Jongho Choi , Kyogu Lee

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…

声音 · 计算机科学 2022-06-10 Yoonjeon Kim , Joel Jang , Sumin Shin

Album sequencing is a critical part of the album production process. Recently, a data-driven approach was proposed that sequences general collections of independent media by extracting the narrative essence of the items in the collections.…

机器学习 · 计算机科学 2024-11-27 Vincent Herrmann , Dylan R. Ashley , Jürgen Schmidhuber

Generative AI has been transforming the way we interact with technology and consume content. In the next decade, AI technology will reshape how we create audio content in various media, including music, theater, films, games, podcasts, and…

声音 · 计算机科学 2024-11-25 Hao-Wen Dong

Machine generation of symbolic music and digital audio are hot topics but there have been relatively few digital musical instruments that integrate generative AI. Present musical AI tools are not artist centred and do not support…

声音 · 计算机科学 2026-04-28 Charles Patrick Martin

Rapid advancements in artificial intelligence have significantly enhanced generative tasks involving music and images, employing both unimodal and multimodal approaches. This research develops a model capable of generating music that…

声音 · 计算机科学 2024-09-13 Tanisha Hisariya , Huan Zhang , Jinhua Liang

Music generation has advanced markedly through multimodal deep learning, enabling models to synthesize audio from text and, more recently, from images. However, existing image-conditioned systems suffer from two fundamental limitations: (i)…

计算机视觉与模式识别 · 计算机科学 2026-02-20 Ivan Rinaldi , Matteo Mendula , Nicola Fanelli , Florence Levé , Matteo Testi , Giovanna Castellano , Gennaro Vessio

HARP 2.0 brings deep learning models to digital audio workstation (DAW) software through hosted, asynchronous, remote processing, allowing users to route audio from a plug-in interface through any compatible Gradio endpoint to perform…

音频与语音处理 · 电气工程与系统科学 2025-03-06 Christodoulos Benetatos , Frank Cwitkowitz , Nathan Pruyne , Hugo Flores Garcia , Patrick O'Reilly , Zhiyao Duan , Bryan Pardo

In this study, we explore the representation mapping from the domain of visual arts to the domain of music, with which we can use visual arts as an effective handle to control music generation. Unlike most studies in multimodal…

声音 · 计算机科学 2022-11-11 Runbang Zhang , Yixiao Zhang , Kai Shao , Ying Shan , Gus Xia

The rapid development of musical AI technologies has expanded the creative potential of various musical activities, ranging from music style transformation to music generation. However, little research has investigated how musical AIs can…

人机交互 · 计算机科学 2024-04-16 Jingjing Sun , Jingyi Yang , Guyue Zhou , Yucheng Jin , Jiangtao Gong

Artificial Intelligence Generated Content (AIGC) is currently a popular research area. Among its various branches, song generation has attracted growing interest. Despite the abundance of available songs, effective data preparation remains…

音频与语音处理 · 电气工程与系统科学 2025-09-23 Wei Tan , Shun Lei , Huaicheng Zhang , Guangzheng Li , Yixuan Zhang , Hangting Chen , Jianwei Yu , Rongzhi Gu , Dong Yu

Professional designers work from client briefs that specify goals and constraints but often lack concrete design details. Translating these abstract requirements into visual designs poses a central challenge, yet existing tools address…

人机交互 · 计算机科学 2026-04-14 Kotaro Kikuchi , Nami Ogawa

Pre-trained large text-to-image models synthesize impressive images with an appropriate use of text prompts. However, ambiguities inherent in natural language and out-of-distribution effects make it hard to synthesize image styles, that…

The study of art evolution has provided valuable insights into societal change, often revealing long-term patterns of simplification and transformation. Album covers represent a distinctive yet understudied form of visual art that has both…

计算机与社会 · 计算机科学 2025-10-02 Nicolas Fracaro , Stefano Cecconello , Mauro Conti , Niccolò Di Marco , Alessandro Galeazzi
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