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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…

声音 · 计算机科学 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…

图像与视频处理 · 电气工程与系统科学 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…

机器学习 · 计算机科学 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…

计算与语言 · 计算机科学 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.…

计算机视觉与模式识别 · 计算机科学 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…

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

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…

信息检索 · 计算机科学 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…

信息检索 · 计算机科学 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…

信息检索 · 计算机科学 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…

机器学习 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 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…

计算与语言 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 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…

声音 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 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…

声音 · 计算机科学 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…

机器学习 · 计算机科学 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…

计算与语言 · 计算机科学 2025-01-07 Takashi Harada , Takehiro Motomitsu , Katsuhiko Hayashi , Yusuke Sakai , Hidetaka Kamigaito