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The Late Movies: Welcome Home, Soldier

For Veterans Days past, we've shown you videos of military servicemembers being welcomed home by their dogs. (See the 2009 and 2011 editions.) Today's videos are also of servicemembers' homecomings (and that of one contractor), but in this round-up, it's not the dogs who are being surprised. You might want to grab some tissues.

1. Luke, I Am Your Father

This servicemember showed up at his son's Star Wars-themed birthday party dressed as Darth Vader. The birthday boy was dressed as Luke Skywalker and his sister as Princess Leia.

2. Captain America

One little boy is surprised to find Captain America at his door; he's even more surprised to discover Captain America is his dad.

3. Biggest Present from Overseas

This boy thought he was opening the most recent--and biggest--package sent from his dad overseas, only to find his actual dad inside.

4. Scavenger Hunt

Mom Kim arranged a scavenger hunt with her husband at the end as a surprise for their 3 sons.

5. Football Game Coin Toss

This soldier surprised her son at his high school football game as the guest coin tosser.

6. Sitting on Santa's Lap

This servicemember's wife was expecting to land on the lap of one of Ellen's hunky Santas during Ellen Degeneres' talk show; she was surprised to find herself sitting on her husband's lap instead.

7. Spell SERGEANT

Asked to spell the word sergeant in a school spelling bee, a girl is shocked when her sergeant dad emerges from behind the stage.

8. Blue and the Indianapolis Colts

Blue, the mascot of the Indianapolis Colts, surprised Ashley Pezan and her daughter with not just a message from their servicemember, but with the man himself.

9. School Assembly

Cpl. Gerardo Benavides was the big prize for his children when they "won" a school Spirit Day game.

10. Movies on Valentine's Day

One servicemember took advantage of his early homecoming to plan a Valentine's Day surprise for his girlfriend. (I particularly like the crowd of moviegoers that gathers to watch the moment.)

11. All I Want For Christmas

Bethany Arnold asked Santa to bring her dad home from Iraq, and Santa delivered.

Original image
iStock // Ekaterina Minaeva
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Man Buys Two Metric Tons of LEGO Bricks; Sorts Them Via Machine Learning
May 21, 2017
Original image
iStock // Ekaterina Minaeva

Jacques Mattheij made a small, but awesome, mistake. He went on eBay one evening and bid on a bunch of bulk LEGO brick auctions, then went to sleep. Upon waking, he discovered that he was the high bidder on many, and was now the proud owner of two tons of LEGO bricks. (This is about 4400 pounds.) He wrote, "[L]esson 1: if you win almost all bids you are bidding too high."

Mattheij had noticed that bulk, unsorted bricks sell for something like €10/kilogram, whereas sets are roughly €40/kg and rare parts go for up to €100/kg. Much of the value of the bricks is in their sorting. If he could reduce the entropy of these bins of unsorted bricks, he could make a tidy profit. While many people do this work by hand, the problem is enormous—just the kind of challenge for a computer. Mattheij writes:

There are 38000+ shapes and there are 100+ possible shades of color (you can roughly tell how old someone is by asking them what lego colors they remember from their youth).

In the following months, Mattheij built a proof-of-concept sorting system using, of course, LEGO. He broke the problem down into a series of sub-problems (including "feeding LEGO reliably from a hopper is surprisingly hard," one of those facts of nature that will stymie even the best system design). After tinkering with the prototype at length, he expanded the system to a surprisingly complex system of conveyer belts (powered by a home treadmill), various pieces of cabinetry, and "copious quantities of crazy glue."

Here's a video showing the current system running at low speed:

The key part of the system was running the bricks past a camera paired with a computer running a neural net-based image classifier. That allows the computer (when sufficiently trained on brick images) to recognize bricks and thus categorize them by color, shape, or other parameters. Remember that as bricks pass by, they can be in any orientation, can be dirty, can even be stuck to other pieces. So having a flexible software system is key to recognizing—in a fraction of a second—what a given brick is, in order to sort it out. When a match is found, a jet of compressed air pops the piece off the conveyer belt and into a waiting bin.

After much experimentation, Mattheij rewrote the software (several times in fact) to accomplish a variety of basic tasks. At its core, the system takes images from a webcam and feeds them to a neural network to do the classification. Of course, the neural net needs to be "trained" by showing it lots of images, and telling it what those images represent. Mattheij's breakthrough was allowing the machine to effectively train itself, with guidance: Running pieces through allows the system to take its own photos, make a guess, and build on that guess. As long as Mattheij corrects the incorrect guesses, he ends up with a decent (and self-reinforcing) corpus of training data. As the machine continues running, it can rack up more training, allowing it to recognize a broad variety of pieces on the fly.

Here's another video, focusing on how the pieces move on conveyer belts (running at slow speed so puny humans can follow). You can also see the air jets in action:

In an email interview, Mattheij told Mental Floss that the system currently sorts LEGO bricks into more than 50 categories. It can also be run in a color-sorting mode to bin the parts across 12 color groups. (Thus at present you'd likely do a two-pass sort on the bricks: once for shape, then a separate pass for color.) He continues to refine the system, with a focus on making its recognition abilities faster. At some point down the line, he plans to make the software portion open source. You're on your own as far as building conveyer belts, bins, and so forth.

Check out Mattheij's writeup in two parts for more information. It starts with an overview of the story, followed up with a deep dive on the software. He's also tweeting about the project (among other things). And if you look around a bit, you'll find bulk LEGO brick auctions online—it's definitely a thing!

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Opening Ceremony
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These $425 Jeans Can Turn Into Jorts
May 19, 2017
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Opening Ceremony

Modular clothing used to consist of something simple, like a reversible jacket. Today, it’s a $425 pair of detachable jeans.

Apparel retailer Opening Ceremony recently debuted a pair of “2 in 1 Y/Project” trousers that look fairly peculiar. The legs are held to the crotch by a pair of loops, creating a disjointed C-3PO effect. Undo the loops and you can now remove the legs entirely, leaving a pair of jean shorts in their wake. The result goes from this:

501069-OpeningCeremony2.jpg

Opening Ceremony

To this:

501069-OpeningCeremony3.jpg

Opening Ceremony

The company also offers a slightly different cut with button tabs in black for $460. If these aren’t audacious enough for you, the Y/Project line includes jumpsuits with removable legs and garter-equipped jeans.

[h/t Mashable]

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