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This paper introduces MetaBGM, a groundbreaking framework for generating background music that adapts to dynamic scenes and real-time user interactions. We define multi-scene as variations in environmental contexts, such as transitions in…

声音 · 计算机科学 2024-09-09 Haoxuan Liu , Zihao Wang , Haorong Hong , Youwei Feng , Jiaxin Yu , Han Diao , Yunfei Xu , Kejun Zhang

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…

声音 · 计算机科学 2021-12-17 Kaitong Zheng , Ruijie Meng , Chengshi Zheng , Xiaodong Li , Jinqiu Sang , Juanjuan Cai , Jie Wang

Algorithmic music composition is a way of composing musical pieces with minimal to no human intervention. While recurrent neural networks are traditionally applied to many sequence-to-sequence prediction tasks, including successful…

机器学习 · 计算机科学 2022-11-03 Moseli Mots'oehli , Anna Sergeevna Bosman , Johan Pieter De Villiers

Deep learning algorithms are increasingly developed for learning to compose music in the form of MIDI files. However, whether such algorithms work well for composing guitar tabs, which are quite different from MIDIs, remain relatively…

声音 · 计算机科学 2020-08-05 Yu-Hua Chen , Yu-Hsiang Huang , Wen-Yi Hsiao , Yi-Hsuan Yang

The ability to generate complex and realistic human body animations at scale, while following specific artistic constraints, has been a fundamental goal for the game and animation industry for decades. Popular techniques include…

计算机视觉与模式识别 · 计算机科学 2020-05-29 Yi Zhou , Jingwan Lu , Connelly Barnes , Jimei Yang , Sitao Xiang , Hao li

Music has always been thought of as a "human" endeavor -- when praising a piece of music, we emphasize the composer's creativity and the emotions the music invokes. Because music also heavily relies on patterns and repetition in the form of…

声音 · 计算机科学 2024-01-05 Nicholas Yan

RoboJam is a machine-learning system for generating music that assists users of a touchscreen music app by performing responses to their short improvisations. This system uses a recurrent artificial neural network to generate sequences of…

人机交互 · 计算机科学 2019-04-12 Charles P. Martin , Jim Torresen

This project presents a deep learning approach to generate monophonic melodies based on input beats, allowing even amateurs to create their own music compositions. Three effective methods - LSTM with Full Attention, LSTM with Local…

声音 · 计算机科学 2023-07-11 Conghao Shen , Violet Z. Yao , Yixin Liu

We present a novel deep graphical representation that seamlessly merges principles of game theory with laws of statistical mechanics. It performs feature extraction, dimensionality reduction, and pattern classification within a single…

机器学习 · 计算机科学 2024-10-17 Djamel Bouchaffra , Fayçal Ykhlef , Bilal Faye , Hanane Azzag , Mustapha Lebbah

Synthesize human motions from music, i.e., music to dance, is appealing and attracts lots of research interests in recent years. It is challenging due to not only the requirement of realistic and complex human motions for dance, but more…

计算机视觉与模式识别 · 计算机科学 2020-03-12 Wenlin Zhuang , Congyi Wang , Siyu Xia , Jinxiang Chai , Yangang Wang

Automatic music generation with artificial intelligence typically requires a large amount of data which is hard to obtain for many less common genres and musical instruments. To tackle this issue, we present ongoing work and preliminary…

声音 · 计算机科学 2023-01-04 Li Zhang , Chris Callison-Burch

Songs can be well arranged by professional music curators to form a riveting playlist that creates engaging listening experiences. However, it is time-consuming for curators to timely rearrange these playlists for fitting trends in future.…

计算与语言 · 计算机科学 2018-09-13 Shun-Yao Shih , Heng-Yu Chi

We describe a real-time system that receives a live audio stream from a jam session and generates lyric lines that are congruent with the live music being played. Two novel approaches are proposed to align the learned latent spaces of audio…

声音 · 计算机科学 2021-06-04 Olga Vechtomova , Gaurav Sahu , Dhruv Kumar

\textit{Dance Dance Revolution} is a rhythm game consisting of songs and accompanying choreography, referred to as charts. Players press arrows on a device referred to as a dance pad in time with steps determined by the song's chart. In…

机器学习 · 计算机科学 2025-07-03 Miguel O'Malley

We introduce a novel playlist generation algorithm that focuses on the quality of transitions using a recurrent neural network (RNN). The proposed model assumes that optimal transitions between tracks can be modelled and predicted by…

人工智能 · 计算机科学 2016-06-08 Keunwoo Choi , George Fazekas , Mark Sandler

In the domain of algorithmic music composition, machine learning-driven systems eliminate the need for carefully hand-crafting rules for composition. In particular, the capability of recurrent neural networks to learn complex temporal…

声音 · 计算机科学 2019-03-05 Harish Kumar , Balaraman Ravindran

This work introduces the M6(GPT)3 composer system, capable of generating complete, multi-minute musical compositions with complex structures in any time signature, in the MIDI domain from input descriptions in natural language. The system…

声音 · 计算机科学 2025-09-30 Jakub Poćwiardowski , Mateusz Modrzejewski , Marek S. Tatara

Generative artificial intelligence models can be a valuable aid to music composition and live performance, both to aid the professional musician and to help democratize the music creation process for hobbyists. Here we present a novel…

声音 · 计算机科学 2022-09-22 Ignacio J. Tripodi

Symbolic melodies generation is one of the essential tasks for automatic music generation. Recently, models based on neural networks have had a significant influence on generating symbolic melodies. However, the musical context structure is…

音频与语音处理 · 电气工程与系统科学 2021-10-08 Jin Li , Haibin Liu , Nan Yan , Lan Wang

Symbolic music generation aims to create musical notes, which can help users compose music, such as generating target instrument tracks based on provided source tracks. In practical scenarios where there's a predefined ensemble of tracks…

声音 · 计算机科学 2023-10-02 Ang Lv , Xu Tan , Peiling Lu , Wei Ye , Shikun Zhang , Jiang Bian , Rui Yan