• Profile
Close

The (extra) eyes have it

University of California - Santa Barbara Science New Jul 07, 2017

UCSB researchers investigate the wisdom of crowds in the realm of visual searches.
Your doctor is an expert with many years of experience. So when she tells you, upon reviewing all the fancy tomographic imaging you had done, that the tenderness in your breast is just some minor irritation, you want to believe her and leave it at that. But is she right?

According to researchers at UC Santa Barbara a second pair of eyes studying those same images looks to be more beneficial than previously thought when searching for hard–to–find objects in a “noisy” field — especially when that searcher is under time pressure and other constraints.

The scientists’ findings, detailed in the paper “The Wisdom of Crowds for Visual Search,” were published in the Proceedings of the National Academy of Sciences journal.

“We show that the benefits in having more people do the task will be larger when individuals cannot exhaustively search the entire image,” said Mordechai Juni, a postdoctoral researcher in UCSB’s Department of Psychological & Brain Sciences and lead author of the study conducted with Professor Miguel Eckstein. In a fast–paced world with increasing amounts of visual information – closed–circuit TV, geospatial imaging and medical tomography, to name a few – tapping into the wisdom of crowds might be especially useful. Each individual is unlikely to look at all regions of all images.

The study builds on a longstanding concept that the aggregated answers of a large group of people are usually more accurate than the response of a single expert. A classic example occurred at an English county fair in 1907, when the averaged estimates of a crowd of people vying to guess the weight of an ox came closer than those of each individual entry, including those of cattle experts.

“It appears then, in this particular instance, that the vox populi is correct to within one per cent of the real value,” concluded Sir Francis Galton, who conducted that study.

The benefit of the “wisdom of crowds” has been found in human judgments in the domains of estimation, detection (where the location of the target is familiar), identification and prediction. However, until now, the value of that phenomenon with regard to visual search had not been well studied.

In this preliminary work, the researchers used an eye–tracking device to record the visual scan paths of a group of undergraduate students. They did so first with a search task (requiring a yes or no response to the presence of a hard–to–find object anywhere on a field), then a single–location task (requiring a yes or no response to the presence of a hard–to–detect object in a fixed and known position on a field). Their results demonstrated that the aggregated responses – weighted with the observers’ confidence – in the search task showed better than expected performance compared to the single–location task.

“In the single–location task, all observers are looking at the exact location where the hard–to–detect object might be, and so they are all processing the same visual information,” said Juni. “But in the search task, observers’ scan paths take different patterns, and those who happen to gaze directly at the hard–to–find object tend to be highly confident that it is present – because the object is easy to detect when fixated – whereas those who do not gaze directly at the object tend to respond that it is absent, because the object is very difficult to detect in the visual periphery.”

The greater benefits for the search task, Juni explained, are “dependent on tapping into the very high confidence of those in the group who happened to gaze directly at the object.”

In this search scenario, the researchers say, the ‘wisdom of crowds’ is more nuanced than simple majority voting, which is h
Go to Original
Only Doctors with an M3 India account can read this article. Sign up for free or login with your existing account.
4 reasons why Doctors love M3 India
  • Exclusive Write-ups & Webinars by KOLs

  • Nonloggedininfinity icon
    Daily Quiz by specialty
  • Nonloggedinlock icon
    Paid Market Research Surveys
  • Case discussions, News & Journals' summaries
Sign-up / Log In
x
M3 app logo
Choose easy access to M3 India from your mobile!


M3 instruc arrow
Add M3 India to your Home screen
Tap  Chrome menu  and select "Add to Home screen" to pin the M3 India App to your Home screen
Okay