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Commonly music has an obvious hierarchical structure, especially for the singing parts which usually act as the main melody in pop songs. However, most of the current singing annotation datasets only record symbolic information of music…

Sound · Computer Science 2022-10-03 Xiao Fu , Xin Yuan , Jinglu Hu

Medical imaging AI development is fundamentally dependent on annotated datasets, yet no existing standard provides machine-enforceable validation across dataset structure, annotation provenance, quality documentation, and ML readiness…

Image and Video Processing · Electrical Eng. & Systems 2026-04-21 Joan S. Muthu , John Shalen

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…

Autonomous driving is among the largest domains in which deep learning has been fundamental for progress within the last years. The rise of datasets went hand in hand with this development. All the more striking is the fact that researchers…

Machine Learning · Computer Science 2022-05-04 Daniel Bogdoll , Felix Schreyer , J. Marius Zöllner

To cope with the large number of publications, more and more researchers are automatically extracting data of interest using natural language processing methods based on supervised learning. Much data, especially in the natural and…

Computation and Language · Computer Science 2025-03-19 Jan Göpfert , Patrick Kuckertz , Jann M. Weinand , Detlef Stolten

Comics, as a medium, uniquely combine text and images in styles often distinct from real-world visuals. For the past three decades, computational research on comics has evolved from basic object detection to more sophisticated tasks.…

Computer Vision and Pattern Recognition · Computer Science 2024-07-08 Emanuele Vivoli , Irene Campaioli , Mariateresa Nardoni , Niccolò Biondi , Marco Bertini , Dimosthenis Karatzas

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…

Sound · Computer Science 2020-08-18 Ziyu Wang , Ke Chen , Junyan Jiang , Yiyi Zhang , Maoran Xu , Shuqi Dai , Xianbin Gu , Gus Xia

Symbolic music datasets are important for music information retrieval and musical analysis. However, there is a lack of large-scale symbolic datasets for classical piano music. In this article, we create a GiantMIDI-Piano (GP) dataset…

Information Retrieval · Computer Science 2022-04-22 Qiuqiang Kong , Bochen Li , Jitong Chen , Yuxuan Wang

Modern machine learning relies on datasets to develop and validate research ideas. Given the growth of publicly available data, finding the right dataset to use is increasingly difficult. Any research question imposes explicit and implicit…

Information Retrieval · Computer Science 2023-06-08 Vijay Viswanathan , Luyu Gao , Tongshuang Wu , Pengfei Liu , Graham Neubig

Short-video recommendation presents unique challenges, such as modeling rapid user interest shifts from implicit feedback, but progress is constrained by a lack of large-scale open datasets that reflect real-world platform dynamics. To…

Information Retrieval · Computer Science 2026-02-11 Aleksandr Poslavsky , Alexander D'yakonov , Yuriy Dorn , Andrey Zimovnov

This study presents a large multi-modal Bangla YouTube clickbait dataset consisting of 253,070 data points collected through an automated process using the YouTube API and Python web automation frameworks. The dataset contains 18 diverse…

Machine Learning · Computer Science 2023-10-19 Abdullah Al Imran , Md Sakib Hossain Shovon , M. F. Mridha

Dataset distillation methods reduce large-scale datasets to smaller sets of synthetic data, preserving sufficient information to quickly train a new model from scratch. However, prior work on dataset distillation has focused exclusively on…

Computer Vision and Pattern Recognition · Computer Science 2024-08-21 Xindi Wu , Byron Zhang , Zhiwei Deng , Olga Russakovsky

We introduce a high-quality dataset that contains 3,397 samples comprising (i) multiple choice questions, (ii) answers (including distractors), and (iii) their source documents, from the educational domain. Each question is phrased in two…

Computation and Language · Computer Science 2022-10-13 Amir Hadifar , Semere Kiros Bitew , Johannes Deleu , Chris Develder , Thomas Demeester

Current progress in out-of-distribution (OOD) detection is limited by the lack of large, high-quality datasets with clearly defined OOD categories across varying difficulty levels (near- to far-OOD) that support both fine- and…

Computer Vision and Pattern Recognition · Computer Science 2026-01-19 Gerhard Krumpl , Henning Avenhaus , Horst Possegger

Music classification, a cornerstone of music information retrieval, supports a wide array of applications. To address the lack of comprehensive datasets and effective methods for sub-genre classification in mainstage dance music, we…

Sound · Computer Science 2025-08-05 Hongzhi Shu , Xinglin Li , Hongyu Jiang , Minghao Fu , Xinyu Li

Violence Detection (VD) has become an increasingly vital area of research. Existing automated VD efforts are hindered by the limited availability of diverse, well-annotated databases. Existing databases suffer from coarse video-level…

Computer Vision and Pattern Recognition · Computer Science 2025-06-09 Dimitrios Kollias , Damith C. Senadeera , Jianian Zheng , Kaushal K. K. Yadav , Greg Slabaugh , Muhammad Awais , Xiaoyun Yang

Recent results of deep convolutional networks in visual recognition challenges open the path to a whole new set of disruptive user experiences such as visual search or recommendation. The list of companies offering this type of service is…

Computer Vision and Pattern Recognition · Computer Science 2019-09-20 Arnaud Bellétoile

We present Sleeping-DISCO 9M, a large-scale pre-training dataset for music and song. To the best of our knowledge, there are no open-source high-quality dataset representing popular and well-known songs for generative music modeling tasks…

Sound · Computer Science 2025-06-26 Tawsif Ahmed , Andrej Radonjic , Gollam Rabby

We introduce a large-scale dataset for instruction-guided vector image editing, consisting of over 270,000 pairs of SVG images paired with natural language edit instructions. Our dataset enables training and evaluation of models that modify…

Machine Learning · Computer Science 2025-06-23 Josef Kuchař , Marek Kadlčík , Michal Spiegel , Michal Štefánik

In recent years, there has been a notable increase in research on machine learning models for music retrieval and generation systems that are capable of taking natural language sentences as inputs. However, there is a scarcity of…

Computation and Language · Computer Science 2025-01-07 Takashi Harada , Takehiro Motomitsu , Katsuhiko Hayashi , Yusuke Sakai , Hidetaka Kamigaito
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