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Automatic transcriptions of consumer-generated multi-media content such as "Youtube" videos still exhibit high word error rates. Such data typically occupies a very broad domain, has been recorded in challenging conditions, with cheap…

Computation and Language · Computer Science 2017-12-08 Abhinav Gupta , Yajie Miao , Leonardo Neves , Florian Metze

Non-speech captions are essential to the video experience of deaf and hard of hearing (DHH) viewers, yet conventional approaches often overlook the diversity of their preferences. We present CapTune, a system that enables customization of…

Human-Computer Interaction · Computer Science 2025-08-28 Jeremy Zhengqi Huang , Caluã de Lacerda Pataca , Liang-Yuan Wu , Dhruv Jain

A generic video summary is an abridged version of a video that conveys the whole story and features the most important scenes. Yet the importance of scenes in a video is often subjective, and users should have the option of customizing the…

Computer Vision and Pattern Recognition · Computer Science 2021-12-09 Medhini Narasimhan , Anna Rohrbach , Trevor Darrell

Following the rising popularity of YouTube, there is an emerging problem on this platform called clickbait, which provokes users to click on videos using attractive titles and thumbnails. As a result, users ended up watching a video that…

Machine Learning · Computer Science 2025-05-26 Bhanuka Gamage , Adnan Labib , Aisha Joomun , Chern Hong Lim , KokSheik Wong

Most current captioning systems use language models trained on data from specific settings, such as image-based captioning via Amazon Mechanical Turk, limiting their ability to generalize to other modality distributions and contexts. This…

Computation and Language · Computer Science 2025-01-07 Ariel Shaulov , Tal Shaharabany , Eitan Shaar , Gal Chechik , Lior Wolf

Significant performance gains in deep learning coupled with the exponential growth of image and video data on the Internet have resulted in the recent emergence of automated image captioning systems. Ensuring scalability of automated image…

Computer Vision and Pattern Recognition · Computer Science 2016-06-07 Karan Sharma , Arun CS Kumar , Suchendra Bhandarkar

More and more users and developers are using Issue Tracking Systems (ITSs) to report issues, including bugs, feature requests, enhancement suggestions, etc. Different information, however, is gathered from users when issues are reported on…

Software Engineering · Computer Science 2019-09-04 Yuxiang Zhu , Minxue Pan , Yu Pei , Tian Zhang

Popularity and complexity of malicious mobile applications are rising, making their analysis difficult and labor intensive. Mobile application analysis is indeed inherently different from desktop application analysis: In the latter, the…

Cryptography and Security · Computer Science 2014-02-21 Andrea Gianazza , Federico Maggi , Aristide Fattori , Lorenzo Cavallaro , Stefano Zanero

This work concerns video-language pre-training and representation learning. In this now ubiquitous training scheme, a model first performs pre-training on paired videos and text (e.g., video clips and accompanied subtitles) from a large…

Computer Vision and Pattern Recognition · Computer Science 2021-04-14 Luowei Zhou , Jingjing Liu , Yu Cheng , Zhe Gan , Lei Zhang

Screen recordings are becoming increasingly important as rich software artifacts that inform mobile application development processes. However, the amount of manual effort required to extract information from these graphical artifacts can…

Software Engineering · Computer Science 2021-03-09 Madeleine Havranek , Carlos Bernal-Cárdenas , Nathan Cooper , Oscar Chaparro , Denys Poshyvnayk , Kevin Moran

Bug reports document unexpected behaviors in software, enabling developers to understand, validate, and fix bugs. Unfortunately, a significant portion of bug reports is of low quality, which poses challenges for developers in terms of…

Software Engineering · Computer Science 2023-12-27 Junayed Mahmud

Dense video captioning is an extremely challenging task since accurate and coherent description of events in a video requires holistic understanding of video contents as well as contextual reasoning of individual events. Most existing…

Computer Vision and Pattern Recognition · Computer Science 2019-04-09 Jonghwan Mun , Linjie Yang , Zhou Ren , Ning Xu , Bohyung Han

The diverse nature, scale, and specificity of podcasts present a unique challenge to content discovery systems. Listeners often rely on text descriptions of episodes provided by the podcast creators to discover new content. Some factors…

Computation and Language · Computer Science 2020-09-23 Aneesh Vartakavi , Amanmeet Garg

Video captioning is an advanced multi-modal task which aims to describe a video clip using a natural language sentence. The encoder-decoder framework is the most popular paradigm for this task in recent years. However, there exist some…

Computer Vision and Pattern Recognition · Computer Science 2021-02-15 Haoran Chen , Jianmin Li , Xiaolin Hu

Automatically describing video, or video captioning, has been widely studied in the multimedia field. This paper proposes a new task of sensor-augmented egocentric-video captioning, a newly constructed dataset for it called MMAC Captions,…

Computer Vision and Pattern Recognition · Computer Science 2021-09-08 Katsuyuki Nakamura , Hiroki Ohashi , Mitsuhiro Okada

Due to the rapid emergence of short videos and the requirement for content understanding and creation, the video captioning task has received increasing attention in recent years. In this paper, we convert traditional video captioning task…

Computer Vision and Pattern Recognition · Computer Science 2021-03-10 Ziqi Zhang , Zhongang Qi , Chunfeng Yuan , Ying Shan , Bing Li , Ying Deng , Weiming Hu

Automated audio captioning (AAC) is the task of automatically creating textual descriptions (i.e. captions) for the contents of a general audio signal. Most AAC methods are using existing datasets to optimize and/or evaluate upon. Given the…

Sound · Computer Science 2021-07-19 Jan Berg , Konstantinos Drossos

Understanding video content and generating caption with context is an important and challenging task. Unlike prior methods that typically attempt to generate generic video captions without context, our architecture contextualizes captioning…

Computer Vision and Pattern Recognition · Computer Science 2020-07-30 Philipp Rimle , Pelin Dogan , Markus Gross

One of the primary mechanisms by which developers receive feedback about in-field failures of software from users is through bug reports. Unfortunately, the quality of manually written bug reports can vary widely due to the effort required…

Software Engineering · Computer Science 2022-03-24 Mattia Fazzini , Kevin Moran , Carlos Bernal Cardenas , Tyler Wendland , Alessandro Orso , Denys Poshyvanyk

Mobile application development is a fast-paced process where maintaining high-quality user experiences is crucial. Bug reproduction, a key aspect of maintaining app quality, often faces significant challenges. Specifically, when…

Software Engineering · Computer Science 2025-05-30 Hongrong Yin , Jinhong Huang , Yao Li , Yunwei Dong , Tao Zhang
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