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This study proposes a system designed to enumerate the process of collaborative composition among humans, using automatic music composition technology. By integrating multiple Recurrent Neural Network (RNN) models, the system provides an…

声音 · 计算机科学 2024-03-07 So Hirawata , Noriko Otani

Machine learning is the capacity of a computational system to learn structures from datasets in order to make predictions on newly seen data. Such an approach offers a significant advantage in music scenarios in which musicians can teach…

人机交互 · 计算机科学 2016-11-03 Rebecca Fiebrink , Baptiste Caramiaux

We present a learning-based approach with pose perceptual loss for automatic music video generation. Our method can produce a realistic dance video that conforms to the beats and rhymes of almost any given music. To achieve this, we firstly…

计算机视觉与模式识别 · 计算机科学 2019-12-16 Xuanchi Ren , Haoran Li , Zijian Huang , Qifeng Chen

This paper proposes a framework which is able to generate a sequence of three-dimensional human dance poses for a given music. The proposed framework consists of three components: a music feature encoder, a pose generator, and a music genre…

机器学习 · 计算机科学 2019-11-12 Hyemin Ahn , Jaehun Kim , Kihyun Kim , Songhwai Oh

Spurred by the potential of deep learning, computational music generation has gained renewed academic interest. A crucial issue in music generation is that of user control, especially in scenarios where the music generation process is…

声音 · 计算机科学 2019-08-05 Stefan Lattner , Maarten Grachten

We hypothesize dance as a motion that forms a visual rhythm from music, where the visual rhythm can be perceived from an optical flow. If an agent can recognize the relationship between visual rhythm and music, it will be able to dance by…

计算机视觉与模式识别 · 计算机科学 2024-05-31 Hyemin Ahn

This paper demonstrates emergence of computational creativity in the field of music. Different aspects of creativity such as producer, process, product and press are studied and formulated. Different notions of computational creativity such…

声音 · 计算机科学 2019-04-30 Subodh Deolekar , Siby Abraham

In music-driven dance motion generation, most existing methods use hand-crafted features and neglect that music foundation models have profoundly impacted cross-modal content generation. To bridge this gap, we propose a diffusion-based…

声音 · 计算机科学 2025-02-28 Xinran Liu , Zhenhua Feng , Diptesh Kanojia , Wenwu Wang

Music is one of the Gardner's intelligences in his theory of multiple intelligences. How humans perceive and understand music is still being studied and is crucial to develop artificial intelligence models that imitate such processes. Music…

人工智能 · 计算机科学 2022-11-04 Carlos Hernandez-Olivan , Javier Hernandez-Olivan , Jose R. Beltran

Sentiment analysis is a continuously explored area of text processing that deals with the computational analysis of opinions, sentiments, and subjectivity of text. However, this idea is not limited to text and speech, in fact, it could be…

声音 · 计算机科学 2024-03-27 Etash Jhanji

This paper is a survey and an analysis of different ways of using deep learning (deep artificial neural networks) to generate musical content. We propose a methodology based on five dimensions for our analysis: Objective - What musical…

声音 · 计算机科学 2019-08-09 Jean-Pierre Briot , Gaëtan Hadjeres , François-David Pachet

Automatic melody generation for pop music has been a long-time aspiration for both AI researchers and musicians. However, learning to generate euphonious melody has turned out to be highly challenging due to a number of factors.…

Much like most of cognition research, music cognition is an interdisciplinary field, which attempts to apply methods of cognitive science (neurological, computational and experimental) to understand the perception and process of composition…

声音 · 计算机科学 2022-08-16 Abhimanyu Sethia , Aayush

Artistic creation is often seen as a uniquely human endeavor, yet robots bring distinct advantages to music-making, such as precise tempo control, unpredictable rhythmic complexities, and the ability to coordinate intricate human and robot…

机器人学 · 计算机科学 2025-02-04 Isabella Pu , Jeff Snyder , Naomi Ehrich Leonard

We present a system, TransProse, that automatically generates musical pieces from text. TransProse uses known relations between elements of music such as tempo and scale, and the emotions they evoke. Further, it uses a novel mechanism to…

计算与语言 · 计算机科学 2014-03-11 Hannah Davis , Saif M. Mohammad

In this work, we introduce Mozualization, a music generation and editing tool that creates multi-style embedded music by integrating diverse inputs, such as keywords, images, and sound clips (e.g., segments from various pieces of music or…

人机交互 · 计算机科学 2025-04-22 Wanfang Xu , Lixiang Zhao , Haiwen Song , Xinheng Song , Zhaolin Lu , Yu Liu , Min Chen , Eng Gee Lim , Lingyun Yu

Recent advances in deep learning have expanded possibilities to generate music, but generating a customizable full piece of music with consistent long-term structure remains a challenge. This paper introduces MusicFrameworks, a hierarchical…

声音 · 计算机科学 2021-09-03 Shuqi Dai , Zeyu Jin , Celso Gomes , Roger B. Dannenberg

Music is an expressive form of communication often used to convey emotion in scenarios where "words are not enough". Part of this information lies in the musical composition where well-defined language exists. However, a significant amount…

声音 · 计算机科学 2017-08-14 Iman Malik , Carl Henrik Ek

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

We present a novel framework for generating pop music. Our model is a hierarchical Recurrent Neural Network, where the layers and the structure of the hierarchy encode our prior knowledge about how pop music is composed. In particular, the…

声音 · 计算机科学 2016-11-14 Hang Chu , Raquel Urtasun , Sanja Fidler