Tag Archives: Shaiyan Keshvari

Improving Visual Information Processing for Better Performance – Boston Subway Map and More

Transit maps are one example of graphic displays that require the viewer to rapidly process visual information to make quick decisions in often crowded and noisy conditions.

MBTA Map 2013

MBTA Map 2013

Cognitive scientists have studied this type of challenging task load in human performance, but seem not to have been consulted when Boston’s Massachusetts Bay Transportation Authority (MBTA) sponsored a contest to redesign the system map in Spring 2013.

Michael Kvrivishvili

Michael Kvrivishvili

Michael Kvrivishvili, a graphic designer at Moscow’s Art Lebedev Studio, submitted the winning design, which was judged by aesthics and presumed usability.

MIT’s Ruth Rosenholtz, Lavanya Sharan, and Shaiyan Keshvari empirically scrutinized Kvrivishivili’s design using computational modeling to analyze the design’s potential visual clutter and its impact on peripheral vision.

Ruth Rosenholtz

Ruth Rosenholtz

Team Rosenholtz’s model generated “mongrels,” or  alternate representations of Kvrivishvili’s redesigned subway map, that abbreviate and abstract visual elements like color, text, space, line orientation before processing in the visual cortex.

Lavanya Sharan

Lavanya Sharan

Mongrels can account for peripheral vision’s generalized synthesis of information outside direct line-of-sight, which provides an overall impression while sacrificing details to speed information processing.

Shaiyan Keshvari

Shaiyan Keshvari

Their analysis recognized the many positive elements of Kvrivishvili’s design and noted opportunities for design optimization.

Amal Dorai

Amal Dorai

Rosenholtz’s earlier collaboration with MIT colleague Amal Dorai and Rosalind Freeman of Skidmore College evaluated the effectiveness of Dorai’s DesignEye tool to assist designers with this type of human factors optimization.

MBTA 2013 by Behr-Harnot

MBTA 2013 by Behr-Harnot

DesignEye tool enables A/B comparisons between designs and judgments about the quality of a design through simple design visualization.

Design optimization seeks to remedy effects of visual clutter, or excessive and disorganized items that can cause:

  • Crowding
  • Masking
  • Reduced recognition due to occlusion
  • Decreased ability to segment scenes
  • Poorer visual search performance.

 Rosenholtz’s group investigated reliable measures of visual clutter to help designers optimize displays for more effective information processing.

Jeremy Wolfe

Jeremy Wolfe

Among them are Jeremy Wolfe of Harvard’s Guided Search metrics, which measure reaction time (RT), errors, and distinguishing a single item in a crowded visual field provided an alternative to an earlier measure, “set size.”

Yuanzhen Li

Yuanzhen Li

Rosenholtz’s MIT colleagues Yuanzhen Li, Jonathan Mansfield, and Zhenlan Jin evaluated a revised version of her earlier Feature Congestion metric that focused on color and luminance contrast to consider the a new item’s distinctiveness in a crowded display to draw attention.

Michael Mack

Michael Mack

They also assessed Subband Entropy, a measure of visual information in the display, and Edge Density, used by University of Texas’s  Michael Mack and Aude Oliva of MIT to evaluate subjective visual complexity.

Aude Oliva

Aude Oliva

Cognitive science research focused on visual and auditory processing can be applied to optimize human performance through improved usability in many technology and graphic user interfaces.

Eric Johnson

Eric Johnson

Eric Johnson of EMC Computer Systems and a veteran of several Silicon Valley high tech companies, builds on these empirical findings and addresses the challenge of reducing visual clutter with a the ancient practice of feng shui in the workplace.

-*How do you reduce visual clutter in your work environment?

MBTA-Emily Marsh-*What cues do you seek when navigating complex systems like subway systems?

MBTA-Kate Reed

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