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This paper introduces two large-scale multilingual comment datasets, YT-30M (and YT-100K) from YouTube. The analysis in this paper is performed on a smaller sample (YT-100K) of YT-30M. Both the datasets: YT-30M (full) and YT-100K (randomly…

Social and Information Networks · Computer Science 2024-12-05 Hridoy Sankar Dutta

The public's attitudes play a critical role in the acceptance, purchase, use, and research and development of autonomous vehicles (AVs). To date, the public's attitudes towards AVs were mostly estimated through traditional survey data with…

Social and Information Networks · Computer Science 2021-08-09 Shengzhao Wang , Meitang Li , Bo Yu , Shan Bao , Yuren Chen

In this paper, we introduce YTCommentVerse, a large-scale multilingual and multi-category dataset of YouTube comments. It contains over 32 million comments from 178,000 videos contributed by more than 20 million unique users spanning 15…

Social and Information Networks · Computer Science 2025-09-16 Hridoy Sankar Dutta , Biswadeep Khan

We introduce the task of automatic live commenting. Live commenting, which is also called `video barrage', is an emerging feature on online video sites that allows real-time comments from viewers to fly across the screen like bullets or…

Computation and Language · Computer Science 2018-11-30 Shuming Ma , Lei Cui , Damai Dai , Furu Wei , Xu Sun

This paper studies users' perception regarding a controversial product, namely self-driving (autonomous) cars. To find people's opinion regarding this new technology, we used an annotated Twitter dataset, and extracted the topics in…

Machine Learning · Computer Science 2018-04-12 Rizwan Sadiq , Mohsin Khan

The advancement of safety-critical research in driving behavior in ADAS-equipped vehicles require real-world datasets that not only include diverse traffic scenarios but also capture high-risk edge cases such as near-miss events and system…

Computer Vision and Pattern Recognition · Computer Science 2025-12-22 Shaoyan Zhai , Mohamed Abdel-Aty , Chenzhu Wang , Rodrigo Vena Garcia

Most existing autonomous-driving datasets (e.g., KITTI, nuScenes, and the Waymo Perception Dataset), collected by human-driving mode or unidentified driving mode, can only serve as early training for the perception and prediction of…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Xiangyu Li , Chen Wang , Yumao Liu , Dengbo He , Jiahao Zhang , Ke Ma

Due to the scale of social video sharing, User Generated Content (UGC) is getting more attention from academia and industry. To facilitate compression-related research on UGC, YouTube has released a large-scale dataset. The initial dataset…

Multimedia · Computer Science 2020-02-28 Joong Gon Yim , Yilin Wang , Neil Birkbeck , Balu Adsumilli

Autonomous vehicles (AV) are expected to reshape future transportation systems, and decision-making is one of the critical modules toward high-level automated driving. To overcome those complicated scenarios that rule-based methods could…

Robotics · Computer Science 2023-09-25 Yuning Wang , Zeyu Han , Yining Xing , Shaobing Xu , Jianqiang Wang

For the foreseeble future, human beings will likely remain an integral part of the driving task, monitoring the AI system as it performs anywhere from just over 0% to just under 100% of the driving. The governing objectives of the MIT…

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

Audience feedback is crucial for refining video content, yet it typically comes after publication, limiting creators' ability to make timely adjustments. To bridge this gap, we introduce SimTube, a generative AI system designed to simulate…

Human-Computer Interaction · Computer Science 2024-11-19 Yu-Kai Hung , Yun-Chien Huang , Ting-Yu Su , Yen-Ting Lin , Lung-Pan Cheng , Bryan Wang , Shao-Hua Sun

Recent years have witnessed a significant increase in the online sharing of medical information, with videos representing a large fraction of such online sources. Previous studies have however shown that more than half of the health-related…

Machine Learning · Computer Science 2019-09-05 Rui Hou , Verónica Pérez-Rosas , Stacy Loeb , Rada Mihalcea

Accurate speed estimation of road vehicles is important for several reasons. One is speed limit enforcement, which represents a crucial tool in decreasing traffic accidents and fatalities. Compared with other research areas and domains, the…

Machine Learning · Computer Science 2022-12-06 Slobodan Djukanović , Nikola Bulatović , Ivana Čavor

Sentiment Analysis is currently a vital area of research. With the advancement in the use of the internet, the creation of social media, websites, blogs, opinions, ratings, etc. has increased rapidly. People express their feedback and…

Machine Learning · Computer Science 2022-05-24 Tanvi Mehta , Ganesh Deshmukh

Comments of online articles provide extended views and improve user engagement. Automatically making comments thus become a valuable functionality for online forums, intelligent chatbots, etc. This paper proposes the new task of automatic…

Computation and Language · Computer Science 2018-05-14 Lianhui Qin , Lemao Liu , Victoria Bi , Yan Wang , Xiaojiang Liu , Zhiting Hu , Hai Zhao , Shuming Shi

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…

Social and Information Networks · Computer Science 2014-05-29 Cédric Richier , Eitan Altman , Rachid Elazouzi , Tania Altman , Georges Linares , Yonathan Portilla

We present a novel human annotated dataset for evaluating the ability for visual-language models to generate both short and long descriptions for real-world video clips, termed DeVAn (Dense Video Annotation). The dataset contains 8.5K…

Computer Vision and Pattern Recognition · Computer Science 2024-08-12 Tingkai Liu , Yunzhe Tao , Haogeng Liu , Qihang Fan , Ding Zhou , Huaibo Huang , Ran He , Hongxia Yang

The increasing importance of videos as a medium for engagement, communication, and content creation makes them critical for organizations to consider for user feedback. However, sifting through vast amounts of video content on social media…

Human-Computer Interaction · Computer Science 2023-07-26 Manish Sihag , Ze Shi Li , Amanda Dash , Nowshin Nawar Arony , Kezia Devathasan , Neil Ernst , Alexandra Albu , Daniela Damian

Autonomous driving has rapidly developed and shown promising performance due to recent advances in hardware and deep learning techniques. High-quality datasets are fundamental for developing reliable autonomous driving algorithms. Previous…

Computer Vision and Pattern Recognition · Computer Science 2024-04-24 Mingyu Liu , Ekim Yurtsever , Jonathan Fossaert , Xingcheng Zhou , Walter Zimmer , Yuning Cui , Bare Luka Zagar , Alois C. Knoll
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