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Recent advancements in language and vision assistants have showcased impressive capabilities but suffer from a lack of transparency, limiting broader research and reproducibility. While open-source models handle general image tasks…

Computer Vision and Pattern Recognition · Computer Science 2024-10-08 Geewook Kim , Minjoon Seo

Existing recommendation systems either rely on user interaction logs, such as online shopping history for shopping recommendations, or focus on text signals. However, item-based histories are not always accessible, and are not generalizable…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Wang Bill Zhu , Deqing Fu , Kai Sun , Yi Lu , Zhaojiang Lin , Seungwhan Moon , Kanika Narang , Mustafa Canim , Yue Liu , Anuj Kumar , Xin Luna Dong

Video descriptions are crucial for blind and low vision (BLV) users to access visual content. However, current artificial intelligence models for generating descriptions often fall short due to limitations in the quality of human…

Computer Vision and Pattern Recognition · Computer Science 2025-03-03 Chaoyu Li , Sid Padmanabhuni , Maryam Cheema , Hasti Seifi , Pooyan Fazli

Multi-ID customization is an interesting topic in computer vision and attracts considerable attention recently. Given the ID images of multiple individuals, its purpose is to generate a customized image that seamlessly integrates them while…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Jiawei Lin , Guanlong Jiao , Jianjin Xu

In a world driven by data visualization, ensuring the inclusive accessibility of charts for Blind and Visually Impaired (BVI) individuals remains a significant challenge. Charts are usually presented as raster graphics without textual and…

Human-Computer Interaction · Computer Science 2024-03-26 Omar Moured , Morris Baumgarten-Egemole , Alina Roitberg , Karin Muller , Thorsten Schwarz , Rainer Stiefelhagen

This report documents the results found through surveys and interviews on how visualizations help the employees in their workspace. The objectives of this study were to get in-depth knowledge on what prepares an employee to have the right…

Human-Computer Interaction · Computer Science 2021-05-25 Rajath Chikkatur Srinivasa , Supriya Arun , Lauren James , Ying Zhu

This paper investigates the accessibility of cookie notices on websites for users with visual impairments (VI) via a set of system studies on top UK websites (n=46) and a user study (n=100). We use a set of methods and tools--including…

Human-Computer Interaction · Computer Science 2024-01-18 James M. Clarke , Maryam Mehrnezhad , Ehsan Toreini

We present TangibleGrid, a novel device that allows blind users to understand and design the layout of a web page with real-time tangible feedback. We conducted semi-structured interviews and a series of co-design sessions with blind users…

Human-Computer Interaction · Computer Science 2022-08-30 Jiasheng Li , Zeyu Yan , Ebrima Jarjue , Ashrith Shetty , Huaishu Peng

The attention mechanism is a core component of the Transformer architecture. Beyond improving performance, attention has been proposed as a mechanism for explainability via attention weights, which are associated with input features (e.g.,…

Computation and Language · Computer Science 2025-08-15 Andrés Carvallo , Denis Parra , Peter Brusilovsky , Hernan Valdivieso , Gabriel Rada , Ivania Donoso , Vladimir Araujo

In the face of complex decisions, people often engage in a three-stage process that spans from (1) exploring and analyzing pertinent information (intelligence); (2) generating and exploring alternative options (design); and ultimately…

Human-Computer Interaction · Computer Science 2023-12-25 Emre Oral , Ria Chawla , Michel Wijkstra , Narges Mahyar , Evanthia Dimara

Visual personalization is essential in user-facing AI systems such as smart homes and healthcare, where aligning model behavior with user-centric concepts is critical. However, recent large Vision-Language Models (VLMs), despite their broad…

Computer Vision and Pattern Recognition · Computer Science 2025-10-01 Jaeik Kim , Woojin Kim , Woohyeon Park , Jaeyoung Do

Network visualization has traditionally relied on heuristic metrics, such as stress, under the assumption that optimizing them leads to aesthetic and informative layouts. However, no single metric consistently produces the most effective…

Machine Learning · Computer Science 2026-04-07 Peng Zhang , Xuefeng Li , Xiaoqi Wang , Han-Wei Shen , Yifan Hu

At present, and increasingly so in the future, much of the captured visual content will not be seen by humans. Instead, it will be used for automated machine vision analytics and may require occasional human viewing. Examples of such…

Image and Video Processing · Electrical Eng. & Systems 2022-04-13 Hyomin Choi , Ivan V. Bajic

Despite recent progress in vision-language models (VLMs), existing approaches often fail to generate personalized responses based on the user's specific experiences, as they lack the ability to associate visual inputs with a user's…

Computer Vision and Pattern Recognition · Computer Science 2026-05-20 Yeongtak Oh , Sangwon Yu , Junsung Park , Han Cheol Moon , Jisoo Mok , Sungroh Yoon

Search queries are appropriate when users have explicit intent, but they perform poorly when the intent is difficult to express or if the user is simply looking to be inspired. Visual browsing systems allow e-commerce platforms to address…

Information Retrieval · Computer Science 2018-10-04 Choon Hui Teo , Houssam Nassif , Daniel Hill , Sriram Srinavasan , Mitchell Goodman , Vijai Mohan , SVN Vishwanathan

Large multimodal models (LMMs) have enabled new AI-powered applications that help people with visual impairments (PVI) receive natural language descriptions of their surroundings through audible text. We investigated how this emerging…

Human-Computer Interaction · Computer Science 2025-02-25 Jingyi Xie , Rui Yu , He Zhang , Syed Masum Billah , Sooyeon Lee , John M. Carroll

Visualization recommendation work has focused solely on scoring visualizations based on the underlying dataset and not the actual user and their past visualization feedback. These systems recommend the same visualizations for every user,…

Information Retrieval · Computer Science 2021-02-15 Xin Qian , Ryan A. Rossi , Fan Du , Sungchul Kim , Eunyee Koh , Sana Malik , Tak Yeon Lee , Nesreen K. Ahmed

Color sequences, ordered sets of colors for data visualization, that balance aesthetics with accessibility considerations are presented. In order to model aesthetic preference, data were collected with an online survey, and the results were…

Graphics · Computer Science 2024-03-01 Matthew A. Petroff

Ensuring text accessibility and understandability are essential goals, particularly for individuals with cognitive impairments and intellectual disabilities, who encounter challenges in accessing information across various mediums such as…

Computation and Language · Computer Science 2025-09-23 Paloma Martínez , Lourdes Moreno , Alberto Ramos

Personalizing large language models (LLMs) is essential for delivering tailored interactions that improve user experience. Many existing personalization methods require fine-tuning LLMs for each user, rendering them prohibitively expensive…

Machine Learning · Computer Science 2025-03-06 Yijing Zhang , Dyah Adila , Changho Shin , Frederic Sala