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Substantial research has been done in saliency modeling to develop intelligent machines that can perceive and interpret their surroundings. But existing models treat videos as merely image sequences excluding any audio information, unable…

Image and Video Processing · Electrical Eng. & Systems 2023-02-27 Maryam Qamar Butt , Anis Ur Rahman

UI design languages, such as Google's Material Design, make applications both easier to develop and easier to learn by providing a set of standard UI components. Nonetheless, it is hard to assess the impact of design languages in the wild.…

Human-Computer Interaction · Computer Science 2018-07-12 Bardia Doosti , Tao Dong , Biplab Deka , Jeffrey Nichols

This paper explores the profound impact of User Experience (UX) design on user retention and conversion rates in mobile applications. As the mobile app market becomes increasingly competitive, understanding how UX design can enhance user…

Human-Computer Interaction · Computer Science 2025-01-24 Aaditya Shankar Majumder

News outlets' competition for attention in news interfaces has highlighted the need for demographically-aware saliency prediction models. Despite recent advancements in saliency detection applied to user interfaces (UI), existing datasets…

Computer Vision and Pattern Recognition · Computer Science 2025-03-24 Matthew Kenely , Dylan Seychell , Carl James Debono , Chris Porter

Searching for relative mobile user interface (UI) design examples can aid interface designers in gaining inspiration and comparing design alternatives. However, finding such design examples is challenging, especially as current search…

Human-Computer Interaction · Computer Science 2021-02-11 Sara Bunian , Kai Li , Chaima Jemmali , Casper Harteveld , Yun Fu , Magy Seif El-Nasr

No two people are alike. We usually ignore this diversity as we have the capability to adapt and, without noticing, become experts in interfaces that were probably misadjusted to begin with. This adaptation is not always at the user's…

Human-Computer Interaction · Computer Science 2014-02-06 Tiago Guerreiro , Hugo Nicolau , João Oliveira , Joaquim Jorge , Daniel Gonçalves

Understanding specifically where a model focuses on within an image is critical for human interpretability of the decision-making process. Deep learning-based solutions are prone to learning coincidental correlations in training datasets,…

Computer Vision and Pattern Recognition · Computer Science 2024-10-22 Aidan Boyd , Mohamed Trabelsi , Huseyin Uzunalioglu , Dan Kushnir

User interface (UI) design goes beyond visuals to shape user experience (UX), underscoring the shift toward UI/UX as a unified concept. While recent studies have explored UI evaluation using Multimodal Large Language Models (MLLMs), they…

Computation and Language · Computer Science 2026-01-13 Jaehyun Jeon , Min Soo Kim , Jang Han Yoon , Sumin Shim , Yejin Choi , Hanbin Kim , Dae Hyun Kim , Youngjae Yu

Visual saliency models have enjoyed a big leap in performance in recent years, thanks to advances in deep learning and large scale annotated data. Despite enormous effort and huge breakthroughs, however, models still fall short in reaching…

Computer Vision and Pattern Recognition · Computer Science 2019-05-28 Ali Borji

Seniors represent a growing user base for mobile applications; however, many apps fail to adequately address their accessibility challenges and usability preferences. To investigate this issue, we conducted an exploratory focus group study…

Software Engineering · Computer Science 2025-04-18 Shavindra Wickramathilaka , John Grundy , Kashumi Madampe , Omar Haggag

Many accessibility features available on mobile platforms require applications (apps) to provide complete and accurate metadata describing user interface (UI) components. Unfortunately, many apps do not provide sufficient metadata for…

Saliency maps can explain how deep neural networks classify images. But are they actually useful for humans? The present systematic review of 68 user studies found that while saliency maps can enhance human performance, null effects or even…

Human-Computer Interaction · Computer Science 2024-08-20 Romy Müller

Recently, data-driven deep saliency models have achieved high performance and have outperformed classical saliency models, as demonstrated by results on datasets such as the MIT300 and SALICON. Yet, there remains a large gap between the…

Computer Vision and Pattern Recognition · Computer Science 2019-04-04 Sen He , Hamed R. Tavakoli , Ali Borji , Yang Mi , Nicolas Pugeault

Financial management has been revolutionized by mobile banking, but increasing usefulness and satisfaction requires a better user experience. This study aims to provide an improved customer experience by offering user-friendly interfaces,…

Human-Computer Interaction · Computer Science 2026-04-09 Luniva Chitrakar , Ishan Panta , Biplov Paneru , Sangharsh Poudel , Lahana Kansakar

We propose Unified Model of Saliency and Scanpaths (UMSS) -- a model that learns to predict visual saliency and scanpaths (i.e. sequences of eye fixations) on information visualisations. Although scanpaths provide rich information about the…

Computer Vision and Pattern Recognition · Computer Science 2023-02-07 Yao Wang , Mihai Bâce , Andreas Bulling

The proliferation of mobile applications (apps) has made it crucial to ensure their accessibility for users with disabilities. However, there is a lack of research on the real-world challenges developers face in implementing mobile…

Software Engineering · Computer Science 2024-09-17 Amila Indika , Christopher Lee , Haochen Wang , Justin Lisoway , Anthony Peruma , Rick Kazman

Human visual attention is a complex phenomenon. A computational modeling of this phenomenon must take into account where people look in order to evaluate which are the salient locations (spatial distribution of the fixations), when they…

Computer Vision and Pattern Recognition · Computer Science 2020-05-08 Dario Zanca , Stefano Melacci , Marco Gori

Existing saliency models have been designed and evaluated for predicting the saliency in distortion-free images. However, in practice, the image quality is affected by a host of factors at several stages of the image processing pipeline…

Computer Vision and Pattern Recognition · Computer Science 2016-04-14 Milind S. Gide , Samuel F. Dodge , Lina J. Karam

Undeniably, the advent of mobile applications has brought new frontiers to usability engineering. To date, ongoing research has shown significant efforts to adopt and adapt usability principles to the mobile computing environment. One of…

Human-Computer Interaction · Computer Science 2026-04-13 Pawel Weichbroth

Mobile GUI agents can automate smartphone tasks by interacting directly with app interfaces, but how they should communicate with users during execution remains underexplored. Existing systems rely on two extremes: foreground execution,…

Human-Computer Interaction · Computer Science 2026-04-24 Jeonghyeon Kim , Byeongjun Joung , Junwon Lee , Joohyung Lee , Taehoon Min , Sunjae Lee