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相关论文: Lyrics Transcription for Humans: A Readability-Awa…

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Current automatic lyrics transcription (ALT) benchmarks focus exclusively on word content and ignore the finer nuances of written lyrics including formatting and punctuation, which leads to a potential misalignment with the creative…

音频与语音处理 · 电气工程与系统科学 2023-11-27 Ondřej Cífka , Constantinos Dimitriou , Cheng-i Wang , Hendrik Schreiber , Luke Miner , Fabian-Robert Stöter

Multilingual automatic lyrics transcription (ALT) is a challenging task due to the limited availability of labelled data and the challenges introduced by singing, compared to multilingual automatic speech recognition. Although some…

音频与语音处理 · 电气工程与系统科学 2024-06-26 Jiawen Huang , Emmanouil Benetos

Speech recognition is a well developed research field so that the current state of the art systems are being used in many applications in the software industry, yet as by today, there still does not exist such robust system for the…

音频与语音处理 · 电气工程与系统科学 2020-07-27 Emir Demirel , Sven Ahlback , Simon Dixon

Automatic Lyrics Transcription (ALT) aims to recognize lyrics from singing voices, similar to Automatic Speech Recognition (ASR) for spoken language, but faces added complexity due to domain-specific properties of the singing voice. While…

音频与语音处理 · 电气工程与系统科学 2025-06-04 Jiawen Huang , Felipe Sousa , Emir Demirel , Emmanouil Benetos , Igor Gadelha

Automatic lyric transcription (ALT) is a nascent field of study attracting increasing interest from both the speech and music information retrieval communities, given its significant application potential. However, ALT with audio data alone…

音频与语音处理 · 电气工程与系统科学 2023-02-20 Xiangming Gu , Longshen Ou , Danielle Ong , Ye Wang

Comprehending lyrics, as found in songs and poems, can pose a challenge to human and machine readers alike. This motivates the need for systems that can understand the ambiguity and jargon found in such creative texts, and provide…

计算与语言 · 计算机科学 2017-08-14 Lucas Sterckx , Jason Naradowsky , Bill Byrne , Thomas Demeester , Chris Develder

Recent automatic lyrics transcription (ALT) approaches focus on building stronger acoustic models or in-domain language models, while the pronunciation aspect is seldom touched upon. This paper applies a novel computational analysis on the…

信息检索 · 计算机科学 2021-06-22 Emir Demirel , Sven Ahlback , Simon Dixon

Automatic lyrics transcription (ALT) remains a challenging task in the field of music information retrieval, despite great advances in automatic speech recognition (ASR) brought about by transformer-based architectures in recent years. One…

声音 · 计算机科学 2025-06-19 Jaza Syed , Ivan Meresman Higgs , Ondřej Cífka , Mark Sandler

The digitization of vocal music scores presents unique challenges that go beyond traditional Optical Music Recognition (OMR) and Optical Character Recognition (OCR), as it necessitates preserving the critical alignment between music…

计算机视觉与模式识别 · 计算机科学 2024-12-06 Eliseo Fuentes-Martínez , Antonio Ríos-Vila , Juan C. Martinez-Sevilla , David Rizo , Jorge Calvo-Zaragoza

Automatic Lyrics Transcription (ALT) for Vietnamese music presents unique challenges due to its tonal complexity and dialectal variations, but remains largely unexplored due to the lack of a dedicated dataset. Therefore, we curated the…

人工智能 · 计算机科学 2025-12-23 Quoc Anh Nguyen , Bernard Cheng , Kelvin Soh

In recent years, the use of large language models (LLMs) to generate music content, particularly lyrics, has gained in popularity. These advances provide valuable tools for artists and enhance their creative processes, but they also raise…

计算与语言 · 计算机科学 2025-04-25 Yanis Labrak , Markus Frohmann , Gabriel Meseguer-Brocal , Elena V. Epure

The evaluation of music understanding in Large Audio-Language Models (LALMs) requires a rigorously defined benchmark that truly tests whether models can perceive and interpret music, a standard that current data methodologies frequently…

计算与语言 · 计算机科学 2026-03-31 Benno Weck , Pablo Puentes , Andrea Poltronieri , Satyajeet Prabhu , Dmitry Bogdanov

Automatic lyrics transcription (ALT), which can be regarded as automatic speech recognition (ASR) on singing voice, is an interesting and practical topic in academia and industry. ALT has not been well developed mainly due to the dearth of…

音频与语音处理 · 电气工程与系统科学 2021-09-20 Chen Zhang , Jiaxing Yu , LuChin Chang , Xu Tan , Jiawei Chen , Tao Qin , Kejun Zhang

Lyrics alignment in long music recordings can be memory exhaustive when performed in a single pass. In this study, we present a novel method that performs audio-to-lyrics alignment with a low memory consumption footprint regardless of the…

声音 · 计算机科学 2021-02-19 Emir Demirel , Sven Ahlbäck , Simon Dixon

In the domain of Music Information Retrieval (MIR), Automatic Music Transcription (AMT) emerges as a central challenge, aiming to convert audio signals into symbolic notations like musical notes or sheet music. This systematic review…

声音 · 计算机科学 2024-06-24 Fatemeh Jamshidi , Gary Pike , Amit Das , Richard Chapman

Background music affects lyrics intelligibility of singing vocals in a music piece. Automatic lyrics alignment and transcription in polyphonic music are challenging tasks because the singing vocals are corrupted by the background music. In…

音频与语音处理 · 电气工程与系统科学 2019-10-23 Chitralekha Gupta , Emre Yılmaz , Haizhou Li

Lyric interpretations can help people understand songs and their lyrics quickly, and can also make it easier to manage, retrieve and discover songs efficiently from the growing mass of music archives. In this paper we propose BART-fusion, a…

声音 · 计算机科学 2022-08-25 Yixiao Zhang , Junyan Jiang , Gus Xia , Simon Dixon

Music captioning has gained significant attention in the wake of the rising prominence of streaming media platforms. Traditional approaches often prioritize either the audio or lyrics aspect of the music, inadvertently ignoring the…

声音 · 计算机科学 2023-10-24 Zihao He , Weituo Hao , Wei-Tsung Lu , Changyou Chen , Kristina Lerman , Xuchen Song

Despite progress in melody-to-lyric generation, a substantial singability gap remains between machine-generated lyrics and those written by human lyricists. In this work, we aim to narrow this gap by jointly learning both wording and…

计算与语言 · 计算机科学 2025-12-15 Longshen Ou , Xichu Ma , Ye Wang

This position paper argues that large language models (LLMs) can make cultural context, and therefore human meaning, legible at an unprecedented scale in AI-based sociotechnical systems. We argue that such systems have previously been…

计算与语言 · 计算机科学 2026-01-28 Cody Kommers , Drew Hemment , Maria Antoniak , Joel Z. Leibo , Hoyt Long , Emily Robinson , Adam Sobey
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