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Lyrics recognition is an important task in music processing. Despite traditional algorithms such as the hybrid HMM- TDNN model achieving good performance, studies on applying end-to-end models and self-supervised learning (SSL) are limited.…

音频与语音处理 · 电气工程与系统科学 2022-10-28 Xiangyu Zhang , Shuyue Stella Li , Zhanhong He , Roberto Togneri , Leibny Paola Garcia

There has been a rapid growth of digitally available music data, including audio recordings, digitized images of sheet music, album covers and liner notes, and video clips. This huge amount of data calls for retrieval strategies that allow…

信息检索 · 计算机科学 2019-02-13 Meinard Müller , Andreas Arzt , Stefan Balke , Matthias Dorfer , Gerhard Widmer

YouTube is an important source of news and entertainment worldwide, but the scale makes it challenging to study the ideas and topics being discussed on the platform. This paper presents new methods to discover and classify YouTube channels…

机器学习 · 计算机科学 2020-10-21 Sam Clark , Anna Zaitsev

We present an end-to-end system for musical key estimation, based on a convolutional neural network. The proposed system not only out-performs existing key estimation methods proposed in the academic literature; it is also capable of…

机器学习 · 计算机科学 2017-06-12 Filip Korzeniowski , Gerhard Widmer

In the face of a new era of generative models, the detection of artificially generated content has become a matter of utmost importance. The ability to create credible minute-long music deepfakes in a few seconds on user-friendly platforms…

声音 · 计算机科学 2024-05-24 Darius Afchar , Gabriel Meseguer-Brocal , Romain Hennequin

The increasing amount of online videos brings several opportunities for training self-supervised neural networks. The creation of large scale datasets of videos such as the YouTube-8M allows us to deal with this large amount of data in…

信息检索 · 计算机科学 2018-01-09 Didac Surís , Amanda Duarte , Amaia Salvador , Jordi Torres , Xavier Giró-i-Nieto

Crowdsourcing and data mining can be used to effectively reduce the effort associated with the partial replication and enhancement of qualitative studies. For example, in a primary study, other researchers explored factors influencing the…

软件工程 · 计算机科学 2019-02-13 Di Chen , Kathyrn Stolee , Tim Menzies

Recent advancements in deep learning generative models have raised concerns as they can create highly convincing counterfeit images and videos. This poses a threat to people's integrity and can lead to social instability. To address this…

Significant strides have been made in creating voice identity representations using speech data. However, the same level of progress has not been achieved for singing voices. To bridge this gap, we suggest a framework for training singer…

声音 · 计算机科学 2024-01-11 Bernardo Torres , Stefan Lattner , Gaël Richard

Word embeddings or distributed representations of words are being used in various applications like machine translation, sentiment analysis, topic identification etc. Quality of word embeddings and performance of their applications depends…

计算与语言 · 计算机科学 2020-03-09 Erion Çano , Maurizio Morisio

Fake news and misinformation are a matter of concern for people around the globe. Users of the internet and social media sites encounter content with false information much frequently. Fake news detection is one of the most analyzed and…

计算与语言 · 计算机科学 2021-12-03 Chahat Raj , Priyanka Meel

Harassment by cyberbullies is a significant phenomenon on the social media. Existing works for cyberbullying detection have at least one of the following three bottlenecks. First, they target only one particular social media platform (SMP).…

信息检索 · 计算机科学 2018-01-22 Sweta Agrawal , Amit Awekar

The popularization of science can often be disregarded by scientists as it may be challenging to put highly sophisticated research into words that general public can understand. This work aims to help presenting speaker recognition research…

音频与语音处理 · 电气工程与系统科学 2019-02-12 Ville Vestman , Bilal Soomro , Anssi Kanervisto , Ville Hautamäki , Tomi Kinnunen

Recently, pre-trained models for music information retrieval based on self-supervised learning (SSL) are becoming popular, showing success in various downstream tasks. However, there is limited research on the specific meanings of the…

声音 · 计算机科学 2025-05-23 Yizhi Zhou , Haina Zhu , Hangting Chen

The goal of this paper is to study the behaviour of view-count in YouTube. We first propose several bio-inspired models for the evolution of the view-count of YouTube videos. We show, using a large set of empirical data, that the view-count…

社会与信息网络 · 计算机科学 2014-05-29 Cédric Richier , Eitan Altman , Rachid Elazouzi , Tania Altman , Georges Linares , Yonathan Portilla

We show that large pre-trained language models are inherently highly capable of identifying label errors in natural language datasets: simply examining out-of-sample data points in descending order of fine-tuned task loss significantly…

计算与语言 · 计算机科学 2022-12-16 Derek Chong , Jenny Hong , Christopher D. Manning

YouTube has today become the primary news source for many users, which raises concerns about the role its recommendation algorithm can play in the spread of misinformation and political polarization. Prior work in this area has mainly…

计算机与社会 · 计算机科学 2026-03-27 Salim Chouaki , Savaiz Nazir , Sandra Siby

Mood recognition is an important problem in music informatics and has key applications in music discovery and recommendation. These applications have become even more relevant with the rise of music streaming. Our work investigates the…

声音 · 计算机科学 2021-10-12 Rajnish Kumar , Manjeet Dahiya

In this paper, for the first time, we propose an evaluation method for deep learning models that assesses the performance of a model not only in an unseen test scenario, but also in extreme cases of noise, outliers and ambiguous input data.…

计算机视觉与模式识别 · 计算机科学 2018-04-03 Magdalini Paschali , Sailesh Conjeti , Fernando Navarro , Nassir Navab

Code cloning is not only assumed to inflate maintenance costs but also considered defect-prone as inconsistent changes to code duplicates can lead to unexpected behavior. Consequently, the identification of duplicated code, clone detection,…

软件工程 · 计算机科学 2017-11-15 Elmar Juergens , Florian Deissenboeck , Benjamin Hummel , Stefan Wagner