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This paper presents a new method for the discovery of latent domains in diverse speech data, for the use of adaptation of Deep Neural Networks (DNNs) for Automatic Speech Recognition. Our work focuses on transcription of multi-genre…

计算与语言 · 计算机科学 2016-11-17 Mortaza Doulaty , Oscar Saz , Raymond W. M. Ng , Thomas Hain

This paper presents a novel method for extracting acoustic features that characterise the background environment in audio recordings. These features are based on the output of an alignment that fits multiple parallel background--based…

声音 · 计算机科学 2016-11-17 Oscar Saz , Mortaza Doulaty , Thomas Hain

This paper proposes a deep learning framework for classification of BBC television programmes using audio. The audio is firstly transformed into spectrograms, which are fed into a pre-trained convolutional Neural Network (CNN), obtaining…

声音 · 计算机科学 2022-02-14 Lam Pham , Chris Baume , Qiuqiang Kong , Tassadaq Hussain , Wenwu Wang , Mark Plumbley

Content metadata plays a very important role in movie recommender systems as it provides valuable information about various aspects of a movie such as genre, cast, plot synopsis, box office summary, etc. Analyzing the metadata can help…

信息检索 · 计算机科学 2023-09-19 Saurabh Agrawal , John Trenkle , Jaya Kawale

We describe the University of Sheffield system for participation in the 2015 Multi-Genre Broadcast (MGB) challenge task of transcribing multi-genre broadcast shows. Transcription was one of four tasks proposed in the MGB challenge, with the…

计算与语言 · 计算机科学 2016-11-15 Oscar Saz , Mortaza Doulaty , Salil Deena , Rosanna Milner , Raymond W. M. Ng , Madina Hasan , Yulan Liu , Thomas Hain

Selecting in-domain data from a large pool of diverse and out-of-domain data is a non-trivial problem. In most cases simply using all of the available data will lead to sub-optimal and in some cases even worse performance compared to…

计算与语言 · 计算机科学 2019-07-03 Mortaza , Doulaty , Thomas Hain

Children comprise a significant proportion of TV viewers and it is worthwhile to customize the experience for them. However, identifying who is a child in the audience can be a challenging task. Identifying gender and age from audio…

计算与语言 · 计算机科学 2018-03-05 Denys Katerenchuk

With the development of media and networking technologies, multimedia applications ranging from feature presentation in a cinema setting to video on demand to interactive video conferencing are in great demand. Good synchronization between…

计算机视觉与模式识别 · 计算机科学 2018-12-17 Naji Khosravan , Shervin Ardeshir , Rohit Puri

Automatic identification of TV programs within TV streams is an important task for archive exploitation. This paper proposes a new spatial-temporal approach to identify programs in TV streams in two main steps: First, a reference catalogue…

多媒体 · 计算机科学 2013-01-11 Tarek Zlitni , Walid Mahdi

Segmenting audio into homogeneous sections such as music and speech helps us understand the content of audio. It is useful as a pre-processing step to index, store, and modify audio recordings, radio broadcasts and TV programmes. Deep…

Media coverage has a substantial effect on the public perception of events. Nevertheless, media outlets are often biased. One way to bias news articles is by altering the word choice. The automatic identification of bias by word choice is…

计算与语言 · 计算机科学 2022-01-25 Timo Spinde

Personalized advertisement is a crucial task for many of the online businesses and video broadcasters. Many of today's broadcasters use the same commercial for all customers, but as one can imagine different viewers have different interests…

计算机视觉与模式识别 · 计算机科学 2018-06-25 Shervin Minaee , Imed Bouazizi , Prakash Kolan , Hossein Najafzadeh

Much of human knowledge sits in large databases of unstructured text. Leveraging this knowledge requires algorithms that extract and record metadata on unstructured text documents. Assigning topics to documents will enable intelligent…

As the accessibility and ease-of-use of digital audio workstations increases, so does the quantity of music available to the average listener; additionally, differences between genres are not always well defined and can be abstract, with…

声音 · 计算机科学 2025-06-04 Bartosz Karpiński , Cyryl Leszczyński

The aim of this study is to teach an algorithm how to recognize different types of music. Users will submit songs for analysis. Since the algorithm hasn't heard these songs before, it needs to figure out what makes each song unique. It does…

声音 · 计算机科学 2024-05-28 Navin Kamuni , Dheerendra Panwar

Due to the increased demand for music streaming/recommender services and the recent developments of music information retrieval frameworks, Music Genre Classification (MGC) has attracted the community's attention. However,…

声音 · 计算机科学 2022-08-26 Ahmed Heakl , Abdelrahman Abdelgawad , Victor Parque

Video classification and analysis is always a popular and challenging field in computer vision. It is more than just simple image classification due to the correlation with respect to the semantic contents of subsequent frames brings…

计算机视觉与模式识别 · 计算机科学 2021-03-30 Yilin Wang , Jiayi Ye

This paper introduces a computational framework designed to delineate gender distribution biases in topics covered by French TV and radio news. We transcribe a dataset of 11.7k hours, broadcasted in 2023 on 21 French channels. A Large…

计算与语言 · 计算机科学 2024-07-22 Valentin Pelloin , Lena Dodson , Émile Chapuis , Nicolas Hervé , David Doukhan

Speech recognition systems are often highly domain dependent, a fact widely reported in the literature. However the concept of domain is complex and not bound to clear criteria. Hence it is often not evident if data should be considered to…

计算与语言 · 计算机科学 2015-09-23 Mortaza Doulaty , Oscar Saz , Thomas Hain

Music genres allow to categorize musical items that share common characteristics. Although these categories are not mutually exclusive, most related research is traditionally focused on classifying tracks into a single class. Furthermore,…

信息检索 · 计算机科学 2017-07-18 Sergio Oramas , Oriol Nieto , Francesco Barbieri , Xavier Serra
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