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Related papers: Typing on Any Surface: A Deep Learning-based Metho…

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We study the performance and user experience of two popular mainstream text entry devices, desktop keyboards and touchscreen keyboards, for use in Virtual Reality (VR) applications. We discuss the limitations arising from limited visual…

Human-Computer Interaction · Computer Science 2018-02-05 Jens Grubert , Lukas Witzani , Eyal Ofek , Michel Pahud , Matthias Kranz , Per Ola Kristensson

Accuracy and speed are pivotal when typing. Mixed reality typing is typically performed by typing on a midair keyboard with your index fingers. This deprives users of both the tactile feedback available on physical devices and the ability…

Human-Computer Interaction · Computer Science 2025-07-30 Cecilia Schmitz , Joshua Reynolds , Scott Kuhl , Keith Vertanen

Text entry is a critical capability for any modern computing experience, with lightweight augmented reality (AR) glasses being no exception. Designed for all-day wearability, a limitation of lightweight AR glass is the restriction to the…

Computer Vision and Pattern Recognition · Computer Science 2024-10-25 Junxiao Shen , Roger Boldu , Arpit Kalla , Michael Glueck , Hemant Bhaskar Surale Amy Karlson

Text input in extended reality (XR) applications remains inefficient and tedious. Most solutions are derived from the traditional keyboard layout, yet fail to translate its positive characteristics to the spatial digital realm. This limits…

Human-Computer Interaction · Computer Science 2025-07-29 Fabian Rücker , Torben Storch

Despite steady progress, text entry in Extended Reality (XR) often remains slower and more effortful than typing on a physical keyboard or touchscreen. We explore a simple idea: use gaze to swipe through a virtual keyboard for the fast,…

Human-Computer Interaction · Computer Science 2026-04-07 Ziheng "Leo" Li , Xichen He , Mengyuan "Millie" Wu , Zeyi Tong , Haowen Wei , Benjamin Yang , Steven Feiner , Paul Sajda

While text entry is an essential and frequent task in Augmented Reality (AR) applications, devising an efficient and easy-to-use text entry method for AR remains an open challenge. This research presents STAR, a smartphone-analogous AR text…

Human-Computer Interaction · Computer Science 2025-11-27 Taejun Kim , Amy Karlson , Aakar Gupta , Tovi Grossman , Jason Wu , Parastoo Abtahi , Christopher Collins , Michael Glueck , Hemant Bhaskar Surale

While passive surfaces offer numerous benefits for interaction in mixed reality, reliably detecting touch input solely from head-mounted cameras has been a long-standing challenge. Camera specifics, hand self-occlusion, and rapid movements…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Paul Streli , Mark Richardson , Fadi Botros , Shugao Ma , Robert Wang , Christian Holz

Keystroke dynamics can be used to analyze the way that users type by measuring various aspects of keyboard input. Previous work has demonstrated the feasibility of user authentication and identification utilizing keystroke dynamics. In this…

Machine Learning · Computer Science 2021-07-02 Han-Chih Chang , Jianwei Li , Ching-Seh Wu , Mark Stamp

Text selection is a common and essential activity during text interaction in all interactive systems. As Augmented Reality (AR) head-mounted displays (HMDs) become more widespread, they will need to provide effective interaction techniques…

Human-Computer Interaction · Computer Science 2023-01-02 Xinyi Liu , Xuanru Meng , Becky Spittle , Wenge Xu , BoYu Gao , Hai-Ning Liang

Artificial touch would seem well-suited for Reinforcement Learning (RL), since both paradigms rely on interaction with an environment. Here we propose a new environment and set of tasks to encourage development of tactile reinforcement…

Robotics · Computer Science 2020-08-07 Alex Church , John Lloyd , Raia Hadsell , Nathan F. Lepora

With recent developments in deep learning, the ubiquity of micro-phones and the rise in online services via personal devices, acoustic side channel attacks present a greater threat to keyboards than ever. This paper presents a practical…

Cryptography and Security · Computer Science 2023-08-03 Joshua Harrison , Ehsan Toreini , Maryam Mehrnezhad

We study the performance of Long Short-Term Memory networks for keystroke biometric authentication at large scale in free-text scenarios. For this we explore the performance of Long Short-Term Memory (LSTMs) networks trained with a moderate…

Computer Vision and Pattern Recognition · Computer Science 2021-09-14 Alejandro Acien , Aythami Morales , John V. Monaco , Ruben Vera-Rodriguez , Julian Fierrez

Text-entry aims to provide an effective and efficient pathway for humans to deliver their messages to computers. With the advent of mobile computing, the recent focus of text-entry research has moved from physical keyboards to soft…

Human-Computer Interaction · Computer Science 2019-08-01 Ue-Hwan Kim , Sahng-Min Yoo , Jong-Hwan Kim

Computers today aren't just confined to laptops and desktops. Mobile gadgets like mobile phones and laptops also make use of it. However, one input device that hasn't changed in the last 50 years is the QWERTY keyboard. Users of virtual…

Human-Computer Interaction · Computer Science 2022-08-02 Pabbathi Sri Charan , Saksham Gupta , Satvik Agrawal , Gadupudi Sahithi Sindhu

Despite the advent of touchscreens, typing on physical keyboards remains most efficient for entering text, because users can leverage all fingers across a full-size keyboard for convenient typing. As users increasingly type on the go, text…

Human-Computer Interaction · Computer Science 2024-10-10 Paul Streli , Jiaxi Jiang , Andreas Fender , Manuel Meier , Hugo Romat , Christian Holz

Keystroke inference attacks are a form of side-channel attacks in which an attacker leverages various techniques to recover a user's keystrokes as she inputs information into some display (e.g., while sending a text message or entering her…

Computer Vision and Pattern Recognition · Computer Science 2022-04-07 John Lim , Jan-Michael Frahm , Fabian Monrose

Computer input is more complex than a sequence of single mouse clicks and keyboard presses. We introduce a novel method to identify and represent the user interactions and build a system which predicts - in real-time - the action a user is…

Human-Computer Interaction · Computer Science 2023-09-22 Fabio Matti , Pierre Dillenbourg , Ludovico Novelli

Augmented reality (AR) offers immersive interaction but remains inaccessible for users with motor impairments or limited dexterity due to reliance on precise input methods. This study proposes a gesture-based interaction system for AR…

Human-Computer Interaction · Computer Science 2025-06-19 Yikan Wang

Keystroke timing based active authentication systems are conceptually attractive because: (i) they use the keyboard as the sensor and are not hardware-cost prohibitive, and (ii) they use the keystrokes generated from normal usage of…

Cryptography and Security · Computer Science 2018-04-24 Md Enamul Karim , Kiran S. Balagani , Aaron Elliott , David Irakiza , Mike O'Neal , Vir Phoha

This paper introduces a novel interaction method for virtual and augmented reality called look-and-twist, which is directly analogous to point-and-click operations using a mouse and desktop. It is based on head rotation alone and is…

Human-Computer Interaction · Computer Science 2024-10-15 Anna Yershova , Elmeri Uotila , Katherine J. Mimnaugh , Nicoletta Prencipe , M. Manivannan , Timo Ojala , Steven M. LaValle
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