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Image harmonization is an important step in photo editing to achieve visual consistency in composite images by adjusting the appearances of foreground to make it compatible with background. Previous approaches to harmonize composites are…

计算机视觉与模式识别 · 计算机科学 2020-06-02 Konstantin Sofiiuk , Polina Popenova , Anton Konushin

This paper approaches the problem of separating the notes from a quantized symbolic music piece (e.g., a MIDI file) into multiple voices and staves. This is a fundamental part of the larger task of music score engraving (or score…

音频与语音处理 · 电气工程与系统科学 2024-08-01 Francesco Foscarin , Emmanouil Karystinaios , Eita Nakamura , Gerhard Widmer

This paper introduces four different artificial intelligence algorithms for music generation and aims to compare these methods not only based on the aesthetic quality of the generated music but also on their suitability for specific…

声音 · 计算机科学 2025-04-04 Razvan Paroiu , Stefan Trausan-Matu

Music structure analysis (MSA) underpins music understanding and controllable generation, yet progress has been limited by small, inconsistent corpora. We present SongFormer, a scalable framework that learns from heterogeneous supervision.…

音频与语音处理 · 电气工程与系统科学 2026-04-09 Chunbo Hao , Ruibin Yuan , Jixun Yao , Qixin Deng , Xinyi Bai , Yanbo Wang , Wei Xue , Lei Xie

Chord recognition systems typically comprise an acoustic model that predicts chords for each audio frame, and a temporal model that casts these predictions into labelled chord segments. However, temporal models have been shown to only…

声音 · 计算机科学 2018-08-17 Filip Korzeniowski , Gerhard Widmer

Conventional Music Notation (CMN) is the well-established foundation for the written communication of musical information, such as rhythm, harmony, or timbre. However, CMN suffers from the complexity of its visual encoding and the need for…

人机交互 · 计算机科学 2019-08-02 Matthias Miller , Alexandra Bonnici , Mennatallah El-Assady

This paper introduces Chord Colourizer, a near real-time system that detects the musical key of an audio signal and visually represents it through a novel graphical user interface (GUI). The system assigns colours to musical notes based on…

人机交互 · 计算机科学 2025-10-14 Paul Haimes

Quantification of stylistic differences between musical artists is of academic interest to the music community, and is also useful for other applications such as music information retrieval and recommendation systems. Information about…

应用统计 · 统计学 2020-12-23 Anna K. Yanchenko , Peter D. Hoff

We present a novel method of classification and segmentation of melodies in symbolic representation. The method is based on filtering pitch as a signal over time with the Haar-wavelet, and we evaluate it on two tasks. The filtered signal…

机器学习 · 计算机科学 2025-04-30 Gissel Velarde , Tillman Weyde , David Meredith

This paper explores the modeling method of polyphonic music sequence. Due to the great potential of Transformer models in music generation, controllable music generation is receiving more attention. In the task of polyphonic music, current…

声音 · 计算机科学 2023-11-29 Jiuyang Zhou , Tengfei Niu , Hong Zhu , Xingping Wang

This paper presents a generative AI model for automated music composition with LSTM networks that takes a novel approach at encoding musical information which is based on movement in music rather than absolute pitch. Melodies are encoded as…

声音 · 计算机科学 2021-08-25 Hooman Rafraf

A commonly-cited reason for the poor performance of automatic chord estimation (ACE) systems within music information retrieval (MIR) is that non-chord tones (i.e., notes outside the supporting harmony) contribute to error during the…

声音 · 计算机科学 2021-05-13 Tianxue Hu , Claire Arthur

Attempts to use generative models for music generation have been common in recent years, and some of them have achieved good results. Pieces generated by some of these models are almost indistinguishable from those being composed by human…

声音 · 计算机科学 2020-11-26 You Li , Zhuowen Lin

Recent advancements in web-based audio systems have enabled sufficiently accurate timing control and real-time sound processing capabilities. Numerous specialized music tools, as well as digital audio workstations, are now accessible from…

声音 · 计算机科学 2019-05-17 Xavier Favory , Xavier Serra

Lyric-to-melody generation aims to automatically create melodies based on given lyrics, requiring the capture of complex and subtle correlations between them. However, previous works usually suffer from two main challenges: 1) lyric-melody…

音频与语音处理 · 电气工程与系统科学 2024-12-25 Jiaxing Yu , Xinda Wu , Yunfei Xu , Tieyao Zhang , Songruoyao Wu , Le Ma , Kejun Zhang

Music contains hierarchical structures beyond beats and measures. While hierarchical structure annotations are helpful for music information retrieval and computer musicology, such annotations are scarce in current digital music databases.…

声音 · 计算机科学 2022-09-22 Junyan Jiang , Daniel Chin , Yixiao Zhang , Gus Xia

MIDI-sheet music alignment is the task of finding correspondences between a MIDI representation of a piece and its corresponding sheet music images. Rather than using optical music recognition to bridge the gap between sheet music and MIDI,…

多媒体 · 计算机科学 2020-04-23 Thitaree Tanprasert , Teerapat Jenrungrot , Meinard Mueller , T. J. Tsai

Music is one of the basic human needs for recreation and entertainment. As song files are digitalized now a days, and digital libraries are expanding continuously, which makes it difficult to recall a song. Thus need of a new classification…

信息检索 · 计算机科学 2012-06-13 Puneet Singh , Ashutosh Kapoor , Vishal Kaushik , Hima Bindu Maringanti

In recent years, neural networks have been used to generate symbolic melodies. However, the long-term structure in the melody has posed great difficulty for designing a good model. In this paper, we present a hierarchical recurrent neural…

声音 · 计算机科学 2018-09-06 Jian Wu , Changran Hu , Yulong Wang , Xiaolin Hu , Jun Zhu

Music arrangement generation is a subtask of automatic music generation, which involves reconstructing and re-conceptualizing a piece with new compositional techniques. Such a generation process inevitably requires reference from the…

声音 · 计算机科学 2020-08-18 Ziyu Wang , Ke Chen , Junyan Jiang , Yiyi Zhang , Maoran Xu , Shuqi Dai , Xianbin Gu , Gus Xia