Do We Need a Faster Mouse? Empirical Evaluation of Asynchronicity-Induced Jitter

Game UX & Player BehaviorGamification DesignGame Developers & DesignersAthletes & Fitness Enthusiasts

Title of the Paper

Do We Need a Faster Mouse? Empirical Evaluation of Asynchronicity-Induced Jitter

Paper Information

  • Field of Study: Synchronization and performance evaluation of mouse and display devices in human-computer interaction
  • Keywords: Jitter, frequency, resampling, polling rate, display refresh rate, performance, gaming

Research Background and Problem

  • Problems and Challenges:
    • Signal frequency asynchrony between input devices (e.g., mouse) and output devices (e.g., display) induces spatiotemporal jitter, impacting user experience.
    • There is a lack of data on the impact of jitter on human performance, and quantitative analysis of the perceptual threshold for jitter is limited.
    • Whether the high polling rate of USB mice (currently an industry standard of 1000 Hz) is sufficient to improve device performance remains an unresolved question.
  • Significance:
    • In high-speed mouse input and high-refresh-rate display environments (e.g., high-end gaming setups), synchronization issues may become prominent, affecting task performance and user experience.
  • Research Motivation:
    • To experimentally determine the actual jitter magnitude under different combinations of polling rates and refresh rates.
    • To explore the perceptual threshold of jitter and its impact on task performance.

Solution

  • Research Methodology:
    • Use theoretical models to calculate spatiotemporal jitter under different input-output frequency combinations and validate the model's accuracy on actual desktop computer systems.
    • Build an experimental platform using high-performance mice and displays to analyze the impact of jitter on perceptual ability and task performance.
  • Key Techniques:
    • Design and implement ISO standard experiments:
      1. ISO 4120:2004 Triangle Test to analyze users' ability to perceive jitter.
      2. ISO 9241-9 Fitts’ Law Test to quantify the impact of jitter on pointing task performance.
    • Develop a custom high-precision cursor tracking tool to validate the accuracy of the jitter model.
  • Implementation Steps:
    • Simulate cursor trajectories to validate the theoretical model's spatiotemporal jitter calculations.
    • Conduct experiments to observe and quantitatively analyze users' ability to perceive different levels of jitter.
    • Recruit high-level players to test the impact of jitter on task performance.

Research Findings

  • Key Discoveries:
    • Jitter Perception Threshold: Spatiotemporal jitter below 0.3 ms is imperceptible to most users, while jitter above 0.3 ms is easily noticeable, especially on high-refresh-rate displays.
    • Performance Impact: Jitter from different combinations of polling rates and refresh rates below a certain threshold (e.g., 0.306 ms) has no significant impact on users' pointing task performance.
  • Experimental and Evaluation Results:
    • Comparison of theoretical and experimental jitter validation: The consistency between the experimental and theoretical jitter models was very high.
    • A 1000 Hz mouse polling rate is close to the critical threshold for perceptible jitter, but a slightly higher polling rate (e.g., 2000 Hz or above) is recommended to further reduce jitter.
    • High-ranking players (top 20%) using high-end equipment configurations can control jitter within the perceptual threshold, ensuring an unaffected gaming experience.
  • Recommendations:
    • Recommended hardware combinations: Optimal matching of display refresh rate and mouse polling rate is essential. For instance, a 2000 Hz mouse performs excellently across all current display refresh rate ranges.
  • Limitations and Future Directions:
    • The experiments were limited to a single task type (short-term tests) and a single cursor style.
    • The study primarily focused on male participants, and further research is needed to generalize findings across other genders.
    • The impact of mouse acceleration was not comprehensively evaluated.
    • Future research should expand testing scenarios (e.g., head-mounted displays, haptic feedback) and conduct longer-term longitudinal experiments.

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https://hci.top/en/papers/uist/61385/2021

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DOI: https://doi.org/10.1145/3472749.3474783
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UIST
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2021
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Game UX & Player Behavior, Gamification Design
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Game Developers & Designers, Athletes & Fitness Enthusiasts
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