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Music genre classification has become increasingly critical with the advent of various streaming applications. Nowadays, we find it impossible to imagine using the artist's name and song title to search for music in a sophisticated music…

声音 · 计算机科学 2023-09-15 Ayan Biswas , Supriya Dhabal , Palaniandavar Venkateswaran

The seamless integration of music with dance movements is essential for communicating the artistic intent of a dance piece. This alignment also significantly improves the immersive quality of gaming experiences and animation productions.…

声音 · 计算机科学 2024-09-16 Sifei Li , Weiming Dong , Yuxin Zhang , Fan Tang , Chongyang Ma , Oliver Deussen , Tong-Yee Lee , Changsheng Xu

Instead of simply matching a query to pre-existing passages, generative retrieval generates identifier strings of passages as the retrieval target. At a cost, the identifier must be distinctive enough to represent a passage. Current…

计算与语言 · 计算机科学 2023-05-29 Yongqi Li , Nan Yang , Liang Wang , Furu Wei , Wenjie Li

The world today is experiencing an abundance of music like no other time, and attempts to group music into clusters have become increasingly prevalent. Common standards for grouping music were songs, artists, and genres, with artists or…

人机交互 · 计算机科学 2021-03-01 Seokgi Kim , Jihye Park , Kihong Seong , Namwoo Cho , Junho Min , Hwajung Hong

We present an approach for recommending a music track for a given video, and vice versa, based on both their temporal alignment and their correspondence at an artistic level. We propose a self-supervised approach that learns this…

多媒体 · 计算机科学 2022-06-16 Didac Suris , Carl Vondrick , Bryan Russell , Justin Salamon

While end-to-end lyrics-to-song models offer convenience for casual users, professional songwriters require score-to-song systems that allow them to retain authorship over the core melody. However, existing score-to-song methods are limited…

This paper is a survey and an analysis of different ways of using deep learning (deep artificial neural networks) to generate musical content. We propose a methodology based on five dimensions for our analysis: Objective - What musical…

声音 · 计算机科学 2019-08-09 Jean-Pierre Briot , Gaëtan Hadjeres , François-David Pachet

CLIP (Contrastive Language-Image Pre-Training) is a multimodal neural network trained on (text, image) pairs to predict the most relevant text caption given an image. It has been used extensively in image generation by connecting its output…

多媒体 · 计算机科学 2024-06-04 Zhouyao Xie , Nikhil Yadala , Xinyi Chen , Jing Xi Liu

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

We introduce MusicFlow, a cascaded text-to-music generation model based on flow matching. Based on self-supervised representations to bridge between text descriptions and music audios, we construct two flow matching networks to model the…

The rapid rise of generative AI has intensified copyright and economic tensions in creative industries, particularly in music. Current approaches addressing this challenge often focus on preventing infringement or establishing one-time…

Stack Overflow is a prominent Q and A forum, supporting developers in seeking suitable resources on programming-related matters. Having high-quality question titles is an effective means to attract developers' attention. Unfortunately, this…

软件工程 · 计算机科学 2024-06-25 Duc Anh Le , Anh M. T. Bui , Phuong T. Nguyen , Davide Di Ruscio

Music prediction tasks range from predicting tags given a song or clip of audio, predicting the name of the artist, or predicting related songs given a song, clip, artist name or tag. That is, we are interested in every semantic…

机器学习 · 计算机科学 2015-03-19 Jason Weston , Samy Bengio , Philippe Hamel

Using solely the information retrieved by audio fingerprinting techniques, we propose methods to treat a possibly large dataset of user-generated audio content, that (1) enable the grouping of several audio files that contain a common audio…

音频与语音处理 · 电气工程与系统科学 2017-09-18 Gonçalo Mordido , João Magalhães , Sofia Cavaco

Album sequencing is a critical part of the album production process. Recently, a data-driven approach was proposed that sequences general collections of independent media by extracting the narrative essence of the items in the collections.…

机器学习 · 计算机科学 2024-11-27 Vincent Herrmann , Dylan R. Ashley , Jürgen Schmidhuber

Music captioning, or the task of generating a natural language description of music, is useful for both music understanding and controllable music generation. Training captioning models, however, typically requires high-quality music…

声音 · 计算机科学 2026-02-04 Irmak Bukey , Zhepei Wang , Chris Donahue , Nicholas J. Bryan

This paper introduces a project of advanced system of music retrieval from the Internet. The system uses combination of text search (by author, title and other information about the music file included in id3 tag description or similar for…

信息检索 · 计算机科学 2013-09-18 M. Brzeziński-Spiczak , K. Dobosz , M. Lis , M. Pintal

This paper introduces text2midi, an end-to-end model to generate MIDI files from textual descriptions. Leveraging the growing popularity of multimodal generative approaches, text2midi capitalizes on the extensive availability of textual…

声音 · 计算机科学 2025-06-18 Keshav Bhandari , Abhinaba Roy , Kyra Wang , Geeta Puri , Simon Colton , Dorien Herremans

Recent advancements in generative models have shown remarkable progress in music generation. However, most existing methods focus on generating monophonic or homophonic music, while the generation of polyphonic and multi-track music with…

声音 · 计算机科学 2023-03-15 Hongfei Wang

Properly annotated multimedia content is crucial for supporting advances in many Information Retrieval applications. It enables, for instance, the development of automatic tools for the annotation of large and diverse multimedia…

信息检索 · 计算机科学 2018-11-28 Xavier Favory , Eduardo Fonseca , Frederic Font , Xavier Serra