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What Does the Average Biker Dude Look Like?

Posted on May 25, 2015

CNN published the mugshots of all of the biker gang members who were arrested after the recent shootout in a Waco, TX restaurant. There were a total of 171 pictures, all in the same standard pose and most in the same standard orange jumpsuit:

Mugshot_Matrix

Seeing all of these pictures got me wondering if it was possible to create an image that represented the typical gang member. I had seen a technique called “pixel averaging” applied to a series of wedding photos many years ago and I was able to find a tool called ImageJ that helped me with the processing.

It was a fairly straightforward effort … just upload the individual photos into an image stack and then apply a z-filter to each pixel of each “slice” or picture in the stack. The result is as follows:

Mugshot_Pixel_Avg

Despite a wide variety of ages, facial hair, and ethnic backgrounds in the mugshots, the combined image looks like some guy you might see at a weekend softball game. It certainly gives no indication of how dangerous some of these men (and women) can be.

Updates:

  • 11/12/2015 – Indictments handed down: http://gawker.com/106-indicted-in-waco-twin-peaks-biker-shootout-with-mor-1742071194
  • 10/05/2015 – Many questions arising about police misconduct in the Waco raid: http://www.gq.com/story/untold-story-texas-biker-gang-shoot-out?mbid=social_cp_twitter_tny
  • 7/22/2015 – Looks like some of the folks arrested in Waco aren’t getting a fair shake from the local police: http://www.theatlantic.com/politics/archive/2015/07/waco-is-suppressing-evidence-that-could-clear-innocent-bikers/399047/
  • 4/5/2019 – “Almost four years after a gunfight among rival motorcycle gangs left nine bikers dead at a Twin Peaks restaurant in Waco, Texas, this story of wild misconduct and ineptitude in the criminal-justice system came to a predictable conclusion on Tuesday.” https://www.theatlantic.com/ideas/archive/2019/04/waco-biker-gunfight-conclusion/586381/

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