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The recent surge in AI-generated songs presents exciting possibilities and challenges. These innovations necessitate the ability to distinguish between human-composed and synthetic songs to safeguard artistic integrity and protect human…

Word embedding has become an essential means for text-based information retrieval. Typically, word embeddings are learned from large quantities of general and unstructured text data. However, in the domain of music, the word embedding may…

声音 · 计算机科学 2024-04-24 SeungHeon Doh , Jongpil Lee , Dasaem Jeong , Juhan Nam

Pattern discovery algorithms in the music domain aim to find meaningful components in musical compositions. Over the years, although many algorithms have been developed for pattern discovery in music data, it remains a challenging task. To…

声音 · 计算机科学 2020-10-26 Iris Ren , Anja Volk , Wouter Swierstra , Remco C. Veltkamp

The work of a single musician, group or composer can vary widely in terms of musical style. Indeed, different stylistic elements, from performance medium and rhythm to harmony and texture, are typically exploited and developed across an…

声音 · 计算机科学 2017-12-11 Sergey Shuvaev , Hamza Giaffar , Alexei A. Koulakov

We examine user and song identification from neural (EEG) signals. Owing to perceptual subjectivity in human-media interaction, music identification from brain signals is a challenging task. We demonstrate that subjective differences in…

人机交互 · 计算机科学 2022-08-16 Gulshan Sharma , Pankaj Pandey , Ramanathan Subramanian , Krishna. P. Miyapuram , Abhinav Dhall

Generative Adversarial Networks (GAN) have motivated a rapid growth of the domain of computer image synthesis. As almost all the existing image synthesis algorithms consider an image as a pixel matrix, the high-resolution image synthesis is…

图形学 · 计算机科学 2022-05-17 Valeria Efimova , Ivan Jarsky , Ilya Bizyaev , Andrey Filchenkov

Deep Siamese trackers have recently gained much attention in recent years since they can track visual objects at high speeds. Additionally, adaptive tracking methods, where target samples collected by the tracker are employed for online…

计算机视觉与模式识别 · 计算机科学 2022-03-08 Madhu Kiran , Le Thanh Nguyen-Meidine , Rajat Sahay , Rafael Menelau Oliveira E Cruz , Louis-Antoine Blais-Morin , Eric Granger

Generalization in audio deepfake detection presents a significant challenge, with models trained on specific datasets often struggling to detect deepfakes generated under varying conditions and unknown algorithms. While collectively…

Optical Music Recognition (OMR) is an important technology within Music Information Retrieval. Deep learning models show promising results on OMR tasks, but symbol-level annotated data sets of sufficient size to train such models are not…

计算机视觉与模式识别 · 计算机科学 2017-07-18 Eelco van der Wel , Karen Ullrich

As a result of continuous advances in Music Information Retrieval (MIR) technology, generating and distributing music has become more diverse and accessible. In this context, interest in music intellectual property protection is increasing…

人工智能 · 计算机科学 2026-02-03 Seonghyeon Go

Social media accounts post increasingly similar content, creating a chaotic experience across platforms, which makes accessing desired information difficult. These posts can be organized by categorizing and grouping duplicates across social…

计算与语言 · 计算机科学 2024-01-17 Sudhanshu Bhoi , Swapnil Markhedkar , Shruti Phadke , Prashant Agrawal

Lifelong audio feature extraction involves learning new sound classes incrementally, which is essential for adapting to new data distributions over time. However, optimizing the model only on new data can lead to catastrophic forgetting of…

音频与语音处理 · 电气工程与系统科学 2024-02-08 Xilin Jiang , Yinghao Aaron Li , Nima Mesgarani

Natural language processing methods have been applied in a variety of music studies, drawing the connection between music and language. In this paper, we expand those approaches by investigating \textit{chord embeddings}, which we apply in…

Deep learning-based works for singing voice separation have performed exceptionally well in the recent past. However, most of these works do not focus on allowing users to interact with the model to improve performance. This can be crucial…

声音 · 计算机科学 2025-12-03 Ankur Gupta , Anshul Rai , Archit Bansal , Vipul Arora

The present paper describes a singing voice synthesis based on convolutional neural networks (CNNs). Singing voice synthesis systems based on deep neural networks (DNNs) are currently being proposed and are improving the naturalness of…

音频与语音处理 · 电气工程与系统科学 2019-06-26 Kazuhiro Nakamura , Kei Hashimoto , Keiichiro Oura , Yoshihiko Nankaku , Keiichi Tokuda

Percolation theory serves as a cornerstone for studying phase transitions and critical phenomena, with broad implications in statistical physics, materials science, and complex networks. However, most machine learning frameworks for…

无序系统与神经网络 · 物理学 2025-07-22 Shanshan Wang , Dian Xu , Jianmin Shen , Feng Gao , Wei Li , Weibing Deng

MUltiple SIgnal Classification (MUSIC) is a well-known non-iterative location detection algorithm for small, perfectly conducting cracks in inverse scattering problems. However, when the applied wavenumbers are unknown, inaccurate locations…

数值分析 · 数学 2018-01-09 Won-Kwang Park

Freely available and easy-to-use audio editing tools make it straightforward to perform audio splicing. Convincing forgeries can be created by combining various speech samples from the same person. Detection of such splices is important…

声音 · 计算机科学 2024-05-06 Denise Moussa , Germans Hirsch , Christian Riess

Unison singing is the name given to an ensemble of singers simultaneously singing the same melody and lyrics. While each individual singer in a unison sings the same principle melody, there are slight timing and pitch deviations between the…

音频与语音处理 · 电气工程与系统科学 2020-09-22 Pritish Chandna , Helena Cuesta , Emilia Gómez

Detecting and recognizing text in natural scene images is a challenging, yet not completely solved task. In recent years several new systems that try to solve at least one of the two sub-tasks (text detection and text recognition) have been…

计算机视觉与模式识别 · 计算机科学 2017-12-18 Christian Bartz , Haojin Yang , Christoph Meinel