English
Related papers

Related papers: Making AI Drafts Count: A Quality Threshold in Aud…

200 papers

Audio description (AD) makes video content accessible to blind and low-vision (BLV) audiences, but producing high-quality descriptions is resource-intensive. Automated AD offers scalability, and prior studies show human-in-the-loop editing…

Human-Computer Interaction · Computer Science 2026-02-04 Lana Do , Shasta Ihorn , Charity Pitcher-Cooper , Juvenal Francisco Barajas , Gio Jung , Xuan Duy Anh Nguyen , Sanjay Mirani , Ilmi Yoon

Audio description (AD) makes video content accessible to millions of blind and low vision (BLV) users. However, creating high-quality AD involves a trade-off between the precision of human-crafted descriptions and the efficiency of…

Human-Computer Interaction · Computer Science 2025-08-05 Maryam Cheema , Sina Elahimanesh , Samuel Martin , Pooyan Fazli , Hasti Seifi

Generating Audio Description (AD) for movies is a challenging task that requires fine-grained visual understanding and an awareness of the characters and their names. Currently, visual language models for AD generation are limited by a lack…

Computer Vision and Pattern Recognition · Computer Science 2024-04-23 Tengda Han , Max Bain , Arsha Nagrani , Gül Varol , Weidi Xie , Andrew Zisserman

The objective of this paper is an automatic Audio Description (AD) model that ingests movies and outputs AD in text form. Generating high-quality movie AD is challenging due to the dependency of the descriptions on context, and the limited…

Computer Vision and Pattern Recognition · Computer Science 2023-03-30 Tengda Han , Max Bain , Arsha Nagrani , Gül Varol , Weidi Xie , Andrew Zisserman

Audio descriptions (ADs) narrate important visual details in movies, enabling Blind and Low Vision (BLV) users to understand narratives and appreciate visual details. Existing works in automatic AD generation mostly focus on few-second…

Computer Vision and Pattern Recognition · Computer Science 2025-10-02 Divy Kala , Eshika Khandelwal , Makarand Tapaswi

Audio Descriptions (ADs) convey essential on-screen information, allowing visually impaired audiences to follow videos. To be effective, ADs must form a coherent sequence that helps listeners to visualise the unfolding scene, rather than…

Computer Vision and Pattern Recognition · Computer Science 2025-10-30 Eshika Khandelwal , Junyu Xie , Tengda Han , Max Bain , Arsha Nagrani , Andrew Zisserman , Gül Varol , Makarand Tapaswi

In qualitative research, data transcription is often labor-intensive and time-consuming. To expedite this process, a workflow utilizing artificial intelligence (AI) was developed. This workflow not only enhances transcription speed but also…

Computation and Language · Computer Science 2025-04-22 Jakob Sponholz , Andreas Weilinghoff , Juliane Schopf

Digital video is central to communication, education, and entertainment, but without audio description (AD), blind and low-vision users are excluded. While crowdsourced platforms and vision-language models (VLMs) expand AD production,…

Human-Computer Interaction · Computer Science 2026-05-08 Lana Do , Gio Jung , Juvenal Francisco Barajas , Andrew Taylor Scott , Shasta Ihorn , Alexander Mario Blum , Vassilis Athitsos , Ilmi Yoon

Audio Description (AD) is the task of generating descriptions of visual content, at suitable time intervals, for the benefit of visually impaired audiences. For movies, this presents notable challenges -- AD must occur only during existing…

Computer Vision and Pattern Recognition · Computer Science 2023-10-11 Tengda Han , Max Bain , Arsha Nagrani , Gül Varol , Weidi Xie , Andrew Zisserman

Agentic AI workflows (systems that autonomously plan and act) are becoming widespread, yet their task success rate on complex tasks remains low. A promising solution is inference-time alignment, which uses extra compute at test time to…

Quantifying the workplace productivity effects of Generative Artificial Intelligence is now central to economics, management, and public policy. The deployment of AI tools in customer service, writing, software development, and consulting…

Computers and Society · Computer Science 2026-05-27 Silvia Bartolucci , Pierpaolo Vivo

Audio descriptions (ADs) function as acoustic commentaries designed to assist blind persons and persons with visual impairments in accessing digital media content on television and in movies, among other settings. As an accessibility…

Computation and Language · Computer Science 2024-10-14 Yingqiang Gao , Lukas Fischer , Alexa Lintner , Sarah Ebling

The development of Audio Description (AD) has been a pivotal step forward in making video content more accessible and inclusive. Traditionally, AD production has demanded a considerable amount of skilled labor, while existing automated…

Computer Vision and Pattern Recognition · Computer Science 2024-05-03 Peng Chu , Jiang Wang , Andre Abrantes

Audio Description (AD) provides essential access to visual media for blind and low vision (BLV) audiences. Yet current AD production tools remain largely inaccessible to BLV video creators, who possess valuable expertise but face barriers…

Human-Computer Interaction · Computer Science 2026-02-10 Franklin Mingzhe Li , Michael Xieyang Liu , Cynthia L. Bennett , Shaun K. Kane

Audio descriptions (AD) make videos accessible for blind and low vision (BLV) users by describing visual elements that cannot be understood from the main audio track. AD created by professionals or novice describers is time-consuming and…

Human-Computer Interaction · Computer Science 2025-05-29 Maryam Cheema , Hasti Seifi , Pooyan Fazli

A significant proportion of queries to large language models ask them to edit user-provided text, rather than generate new text from scratch. While previous work focuses on detecting fully AI-generated text, we demonstrate that AI-edited…

Computation and Language · Computer Science 2025-10-06 Katherine Thai , Bradley Emi , Elyas Masrour , Mohit Iyyer

The Audio Description (AD) task aims to generate descriptions of visual elements for visually impaired individuals to help them access long-form video content, like movies. With video feature, text, character bank and context information as…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Hanlin Wang , Zhan Tong , Kecheng Zheng , Yujun Shen , Limin Wang

Audio Descriptions (ADs) aim to provide a narration of a movie in text form, describing non-dialogue-related narratives, such as characters, actions, or scene establishment. Automatic generation of ADs remains challenging due to: i) the…

Computer Vision and Pattern Recognition · Computer Science 2024-11-28 Bo Fang , Wenhao Wu , Qiangqiang Wu , Yuxin Song , Antoni B. Chan

With the growing prevalence of generative artificial intelligence (AI), an increasing amount of content is no longer exclusively generated by humans but by generative AI models with human guidance. This shift presents notable challenges for…

Computers and Society · Computer Science 2025-02-14 Yueqi Xie , Tao Qi , Jingwei Yi , Xiyuan Yang , Ryan Whalen , Junming Huang , Qian Ding , Yu Xie , Xing Xie , Fangzhao Wu

Our objective is the automatic generation of Audio Descriptions (ADs) for edited video material, such as movies and TV series. To achieve this, we propose a two-stage framework that leverages "shots" as the fundamental units of video…

Computer Vision and Pattern Recognition · Computer Science 2025-09-16 Junyu Xie , Tengda Han , Max Bain , Arsha Nagrani , Eshika Khandelwal , Gül Varol , Weidi Xie , Andrew Zisserman
‹ Prev 1 2 3 10 Next ›