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This paper presents a novel approach to generate synthetic dataset for handwritten word recognition systems. It is difficult to recognize handwritten scripts for which sufficient training data is not readily available or it may be expensive…

Computer Vision and Pattern Recognition · Computer Science 2018-04-18 Partha Pratim Roy , Akash Mohta , Bidyut B. Chaudhuri

There has recently been a sharp increase in interest in Artificial Intelligence-Generated Content (AIGC). Despite this, musical components such as time signatures have not been studied sufficiently to form an algorithmic determination…

Machine Learning · Computer Science 2025-07-10 Callie C. Liao , Duoduo Liao , Jesse Guessford

Poetry-writing in Sanskrit is riddled with problems for even those who know the language well. This is so because the rules that govern Sanskrit prosody are numerous and stringent. We propose a computational algorithm that converts prose…

Computation and Language · Computer Science 2010-03-09 Rama N. , Meenakshi Lakshmanan

Text generation is a highly active area of research in the computational linguistic community. The evaluation of the generated text is a challenging task and multiple theories and metrics have been proposed over the years. Unfortunately,…

Computation and Language · Computer Science 2021-07-09 Vivek Srivastava , Mayank Singh

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…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-23 Chitralekha Gupta , Emre Yılmaz , Haizhou Li

Automatic song writing aims to compose a song (lyric and/or melody) by machine, which is an interesting topic in both academia and industry. In automatic song writing, lyric-to-melody generation and melody-to-lyric generation are two…

Sound · Computer Science 2020-12-10 Zhonghao Sheng , Kaitao Song , Xu Tan , Yi Ren , Wei Ye , Shikun Zhang , Tao Qin

The rendering of Sanskrit poetry from text to speech is a problem that has not been solved before. One reason may be the complications in the language itself. We present unique algorithms based on extensive empirical analysis, to synthesize…

Computation and Language · Computer Science 2014-09-16 Rama N. , Meenakshi Lakshmanan

Lyrics transcription of polyphonic music is challenging because singing vocals are corrupted by the background music. To improve the robustness of lyrics transcription to the background music, we propose a strategy of combining the features…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-25 Xiaoxue Gao , Chitralekha Gupta , Haizhou Li

Lyrics-to-melody generation is an interesting and challenging topic in AI music research field. Due to the difficulty of learning the correlations between lyrics and melody, previous methods suffer from low generation quality and lack of…

Sound · Computer Science 2023-06-06 Zhe Zhang , Yi Yu , Atsuhiro Takasu

Generating melody from lyrics is an interesting yet challenging task in the area of artificial intelligence and music. However, the difficulty of keeping the consistency between input lyrics and generated melody limits the generation…

Sound · Computer Science 2022-07-06 Wei Duan , Zhe Zhang , Yi Yu , Keizo Oyama

Computational methods for analyzing prose and poetry utilize word embeddings and other abstract representations that sometimes obscure context-rich literary text. Inspired by the psychology of reading, we utilize story structure and…

Computation and Language · Computer Science 2026-05-13 Abigail Swenor , John James , Neil Coffee , Walter Scheirer

Musicians and fans often produce lyric videos, a form of music videos that showcase the song's lyrics, for their favorite songs. However, making such videos can be challenging and time-consuming as the lyrics need to be added in synchrony…

Human-Computer Interaction · Computer Science 2023-08-30 Jiaju Ma , Anyi Rao , Li-Yi Wei , Rubaiat Habib Kazi , Hijung Valentina Shin , Maneesh Agrawala

The development of robust transliteration techniques to enhance the effectiveness of transforming Romanized scripts into native scripts is crucial for Natural Language Processing tasks, including sentiment analysis, speech recognition,…

Computation and Language · Computer Science 2025-12-01 Kanchon Gharami , Quazi Sarwar Muhtaseem , Deepti Gupta , Lavanya Elluri , Shafika Showkat Moni

In this paper, we study a novel task that learns to compose music from natural language. Given the lyrics as input, we propose a melody composition model that generates lyrics-conditional melody as well as the exact alignment between the…

Computation and Language · Computer Science 2018-09-13 Hangbo Bao , Shaohan Huang , Furu Wei , Lei Cui , Yu Wu , Chuanqi Tan , Songhao Piao , Ming Zhou

We propose CoLyricist, an AI-assisted lyric writing tool designed to support the typical workflows of experienced lyricists and enhance their creative efficiency. While lyricists have unique processes, many follow common stages. Tools that…

Human-Computer Interaction · Computer Science 2026-02-27 Masahiro Yoshida , Bingxuan Li , Songyan Zhao , Qinyi Zhou , Shiwei Hu , Xiang Anthony Chen , Nanyun Peng

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…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-23 Wei Tan , Shun Lei , Huaicheng Zhang , Guangzheng Li , Yixuan Zhang , Hangting Chen , Jianwei Yu , Rongzhi Gu , Dong Yu

Song translation requires both translation of lyrics and alignment of music notes so that the resulting verse can be sung to the accompanying melody, which is a challenging problem that has attracted some interests in different aspects of…

Computation and Language · Computer Science 2023-03-29 Chengxi Li , Kai Fan , Jiajun Bu , Boxing Chen , Zhongqiang Huang , Zhi Yu

This paper introduces ALYSIA: Automated LYrical SongwrIting Application. ALYSIA is based on a machine learning model using Random Forests, and we discuss its success at pitch and rhythm prediction. Next, we show how ALYSIA was used to…

Artificial Intelligence · Computer Science 2016-12-06 Margareta Ackerman , David Loker

Creating lyrics and melodies for the vocal track in a symbolic format, known as song composition, demands expert musical knowledge of melody, an advanced understanding of lyrics, and precise alignment between them. Despite achievements in…

Sound · Computer Science 2025-06-03 Shuangrui Ding , Zihan Liu , Xiaoyi Dong , Pan Zhang , Rui Qian , Junhao Huang , Conghui He , Dahua Lin , Jiaqi Wang

Sentiment analysis, also called opinion mining, is the field of study that analyzes people's opinions,sentiments, attitudes and emotions. Songs are important to sentiment analysis since the songs and mood are mutually dependent on each…

Computation and Language · Computer Science 2018-06-12 Gangula Rama Rohit Reddy , Radhika Mamidi