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As a YouTube channel grows, each video can potentially collect enormous amounts of comments that provide direct feedback from the viewers. These comments are a major means of understanding viewer expectations and improving channel…

信息检索 · 计算机科学 2023-06-05 Rhitabrat Pokharel , Dixit Bhatta

In the current era of Machine Learning, Transformers have become the de facto approach across a variety of domains, such as computer vision and natural language processing. Transformer-based solutions are the backbone of current…

计算机视觉与模式识别 · 计算机科学 2025-01-16 Mihai Masala , Marius Leordeanu

With the increase in online news consumption, to maximize advertisement revenue, news media websites try to attract and retain their readers on their sites. One of the most effective tools for reader engagement is commenting, where news…

信息检索 · 计算机科学 2026-02-09 Ankan Mullick , Sayan Ghosh , Ritam Dutt , Avijit Ghosh , Abhijnan Chakraborty

The task of describing video content in natural language is commonly referred to as video captioning. Unlike conventional video captions, which are typically brief and widely available, long-form paragraph descriptions in natural language…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Mihai Masala , Marius Leordeanu

As an integral part of source code files, code comments help improve program readability and comprehension. However, developers sometimes do not comment on their program code adequately due to the incurred extra efforts, lack of relevant…

软件工程 · 计算机科学 2019-07-31 Xiaotao Song , Hailong Sun , Xu Wang , Jiafei Yan

Article comments can provide supplementary opinions and facts for readers, thereby increase the attraction and engagement of articles. Therefore, automatically commenting is helpful in improving the activeness of the community, such as…

计算与语言 · 计算机科学 2018-09-14 Shuming Ma , Lei Cui , Furu Wei , Xu Sun

Recent Large Language Models have been enhanced with vision capabilities, enabling them to comprehend images, videos, and interleaved vision-language content. However, the learning methods of these large multimodal models typically treat…

计算机视觉与模式识别 · 计算机科学 2024-06-18 Joya Chen , Zhaoyang Lv , Shiwei Wu , Kevin Qinghong Lin , Chenan Song , Difei Gao , Jia-Wei Liu , Ziteng Gao , Dongxing Mao , Mike Zheng Shou

Recent advances in image captioning task have led to increasing interests in video captioning task. However, most works on video captioning are focused on generating single input of aggregated features, which hardly deviates from image…

计算机视觉与模式识别 · 计算机科学 2016-05-19 Andrew Shin , Katsunori Ohnishi , Tatsuya Harada

We present a new publicly available dataset with the goal of advancing multi-modality learning by offering vision and language data within the same context. This is achieved by obtaining data from a social media website with posts…

计算与语言 · 计算机科学 2020-06-16 Bofan Xue , David Chan , John Canny

In order to bring artificial agents into our lives, we will need to go beyond supervised learning on closed datasets to having the ability to continuously expand knowledge. Inspired by a student learning in a classroom, we present an agent…

计算机视觉与模式识别 · 计算机科学 2019-03-22 Kevin Shen , Amlan Kar , Sanja Fidler

In commentary driving, drivers verbalise their observations, assessments and intentions. By speaking out their thoughts, both learning and expert drivers are able to create a better understanding and awareness of their surroundings. In the…

人工智能 · 计算机科学 2022-10-24 Daniel Omeiza , Sule Anjomshoae , Helena Webb , Marina Jirotka , Lars Kunze

This paper studied generating natural languages at particular contexts or situations. We proposed two novel approaches which encode the contexts into a continuous semantic representation and then decode the semantic representation into text…

计算与语言 · 计算机科学 2016-12-01 Jian Tang , Yifan Yang , Sam Carton , Ming Zhang , Qiaozhu Mei

Recent video large language models (Video LLMs) often depend on costly human annotations or proprietary model APIs (e.g., GPT-4o) to produce training data, which limits their training at scale. In this paper, we explore large-scale training…

计算机视觉与模式识别 · 计算机科学 2025-04-23 Joya Chen , Ziyun Zeng , Yiqi Lin , Wei Li , Zejun Ma , Mike Zheng Shou

We propose a fully automated AI system that produces short comedic videos similar to sketch shows such as Saturday Night Live. Starting with character references, the system employs a population of agents loosely based on real production…

计算机视觉与模式识别 · 计算机科学 2026-03-12 Susung Hong , Brian Curless , Ira Kemelmacher-Shlizerman , Steve Seitz

Billions of live-streaming viewers share their opinions on scenes they are watching in real-time and interact with the event, commentators as well as other viewers via text comments. Thus, there is necessary to explore viewers' comments…

多媒体 · 计算机科学 2023-01-18 Junjie H. Xu , Yu Nakano , Lingrong Kong , Kojiro Iizuka

Current vision and language tasks usually take complete visual data (e.g., raw images or videos) as input, however, practical scenarios may often consist the situations where part of the visual information becomes inaccessible due to…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Ye Zhu , Yu Wu , Yi Yang , Yan Yan

Engaging video comments play an important role in video social media, as they are the carrier of feelings, thoughts, or humor of the audience. Preliminary works have made initial exploration for video comment generation by adopting…

计算机视觉与模式识别 · 计算机科学 2023-08-23 Yuchong Sun , Bei Liu , Xu Chen , Ruihua Song , Jianlong Fu

We aim to automatically identify human action reasons in online videos. We focus on the widespread genre of lifestyle vlogs, in which people perform actions while verbally describing them. We introduce and make publicly available the WhyAct…

计算机视觉与模式识别 · 计算机科学 2021-09-10 Oana Ignat , Santiago Castro , Hanwen Miao , Weiji Li , Rada Mihalcea

Automatically generating a natural language sentence to describe the content of an input video is a very challenging problem. It is an essential multimodal task in which auditory and visual contents are equally important. Although audio…

计算机视觉与模式识别 · 计算机科学 2018-12-10 Yapeng Tian , Chenxiao Guan , Justin Goodman , Marc Moore , Chenliang Xu

Over the years, performance evaluation has become essential in computer vision, enabling tangible progress in many sub-fields. While talking-head video generation has become an emerging research topic, existing evaluations on this topic…

计算机视觉与模式识别 · 计算机科学 2020-05-08 Lele Chen , Guofeng Cui , Ziyi Kou , Haitian Zheng , Chenliang Xu