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We propose a multimodal singing language classification model that uses both audio content and textual metadata. LRID-Net, the proposed model, takes an audio signal and a language probability vector estimated from the metadata and outputs…

声音 · 计算机科学 2021-07-29 Keunwoo Choi , Yuxuan Wang

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

Tagging activity has been recently identified as a potential source of knowledge about personal interests, preferences, goals, and other attributes known from user models. Tags themselves can be therefore used for finding personalized…

社会与信息网络 · 计算机科学 2012-03-05 Frederico Durao , Peter Dolog

This work combined different audio features to obtain a more robust fingerprint to be used in a music recommendation process. The combination of these methods resulted in a high-dimensional vector. To reduce the number of values, PCA was…

音频与语音处理 · 电气工程与系统科学 2023-12-07 Diego Saldaña Ulloa

The lack of data tends to limit the outcomes of deep learning research, particularly when dealing with end-to-end learning stacks processing raw data such as waveforms. In this study, 1.2M tracks annotated with musical labels are available…

声音 · 计算机科学 2018-06-18 Jordi Pons , Oriol Nieto , Matthew Prockup , Erik Schmidt , Andreas Ehmann , Xavier Serra

We develop a two-stage deep learning framework that recommends fashion images based on other input images of similar style. For that purpose, a neural network classifier is used as a data-driven, visually-aware feature extractor. The latter…

计算机视觉与模式识别 · 计算机科学 2019-03-20 Hessel Tuinhof , Clemens Pirker , Markus Haltmeier

In general, recommender systems are designed to provide personalized items to a user. But in few cases, items are recommended for a group, and the challenge is to aggregate the individual user preferences to infer the recommendation to a…

信息检索 · 计算机科学 2021-07-16 Chintoo Kumar , C. Ravindranath Chowdary

Reviews of songs play an important role in online music service platforms. Prior research shows that users can make quicker and more informed decisions when presented with meaningful song reviews. However, reviews of music songs are…

信息检索 · 计算机科学 2022-05-31 Jingya Zang , Cuiyun Gao , Yupan Chen , Ruifeng Xu , Lanjun Zhou , Xuan Wang

In this work, we study music/video cross-modal recommendation, i.e. recommending a music track for a video or vice versa. We rely on a self-supervised learning paradigm to learn from a large amount of unlabelled data. We rely on a…

多媒体 · 计算机科学 2021-05-03 Laure Pretet , Gael Richard , Geoffroy Peeters

In the realm of digital music, using tags to efficiently organize and retrieve music from extensive databases is crucial for music catalog owners. Human tagging by experts is labor-intensive but mostly accurate, whereas automatic tagging…

音频与语音处理 · 电气工程与系统科学 2024-09-18 T. Aleksandra Ma , Alexander Lerch

In the age of music streaming platforms, the task of automatically tagging music audio has garnered significant attention, driving researchers to devise methods aimed at enhancing performance metrics on standard datasets. Most recent…

声音 · 计算机科学 2024-02-26 Vassilis Lyberatos , Spyridon Kantarelis , Edmund Dervakos , Giorgos Stamou

Clinical characterization and interpretation of respiratory sound symptoms have remained a challenge due to the similarities in the audio properties that manifest during auscultation in medical diagnosis. The misinterpretation and…

系统与控制 · 电气工程与系统科学 2021-10-18 Chinazunwa Uwaoma , Gunjan Mansingh

We propose MoodNet - A Deep Convolutional Neural Network based architecture to effectively predict the emotion associated with a piece of music given its audio and lyrical content.We evaluate different architectures consisting of varying…

音频与语音处理 · 电气工程与系统科学 2018-11-15 Aniruddha Bhattacharya , K. V. Kadambari

A model for hit song prediction can be used in the pop music industry to identify emerging trends and potential artists or songs before they are marketed to the public. While most previous work formulates hit song prediction as a regression…

机器学习 · 统计学 2017-10-31 Lang-Chi Yu , Yi-Hsuan Yang , Yun-Ning Hung , Yi-An Chen

In this theoretical note we compare different types of computational models of word similarity and association in their ability to predict a set of about 900 rating data. Using regression and predictive modeling tools (neural net, decision…

计算与语言 · 计算机科学 2018-08-27 Arthur M. Jacobs , Annette Kinder

We discuss a novel task, Chorus Recognition, which could potentially benefit downstream tasks such as song search and music summarization. Different from the existing tasks such as music summarization or lyrics summarization relying on…

信息检索 · 计算机科学 2021-07-01 Jiaan Wang , Zhixu Li , Binbin Gu , Tingyi Zhang , Qingsheng Liu , Zhigang Chen

Many researchers have used tag information to improve the performance of recommendation techniques in recommender systems. Examining the tags of users will help to get their interests and leads to more accuracy in the recommendations. Since…

Word embedding, specially with its recent developments, promises a quantification of the similarity between terms. However, it is not clear to which extent this similarity value can be genuinely meaningful and useful for subsequent tasks.…

计算与语言 · 计算机科学 2018-04-05 Navid Rekabsaz , Mihai Lupu , Allan Hanbury

Recommender systems are used with the purpose of suggesting contents and resources to the users in a social network. These systems use ranks or tags each user assign to different resources to predict or make suggestions to users. Lately,…

社会与信息网络 · 计算机科学 2021-05-05 Hossein Monshizadeh Naeen , Mehrdad Jalali

Recently, the next-item/basket recommendation system, which considers the sequential relation between bought items, has drawn attention of researchers. The utilization of sequential patterns has boosted performance on several kinds of…

信息检索 · 计算机科学 2016-06-27 Kai-Chun Hsu , Szu-Yu Chou , Yi-Hsuan Yang , Tai-Shih Chi