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Alexei Savrasov's "Sunset Over the Marsh"

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Recently, I discovered Alexei Savrasov's 1871 painting, "Sunset Over the Marsh," and it has quickly become a favorite of mine. Today, we'll take a look at Savrasov who, despite being the "father of Russian landscape painting," is not very well-known in the U.S.

1. In 1838, at the tender age of 8, Alexei Savrasov enrolled at the Moscow School of Painting, Sculpture and Architecture, where he immediately began to specialize in landscape painting. Just four years into his studies, the report of the Council of the Moscow Art Society mentioned Savrasov as the best pupil in the perspective and landscape class. He graduated from the school at age 20, in 1850.

2. Savrasov became head of the landscape class at the Moscow School in 1857, a position he held until 1881. That same year, he married Sophia Karlovna Hertz, the sister of a prominent archaeologist and art historian. As a result, their home became a gathering place for artists.

3. After viewing the International Exhibition in England in the 1860s, Savrasov wrote, "No academies in the world could so advance an artist as the present world exhibition." On the same trip, sponsored by the Society of Art Lovers, he also visited Copenhagen, Berlin, Dresden, Leipzig, Paris, and Munich, with two months spent in Switzerland. He was most influenced by the work of John Constable in England and Alexandre Calame in Switzerland.

4. Savrasov was friends with the artist Vasily Perov; the two collaborated on Savrasov's "Volga near Yuryevets" and Perov's "Bird Catcher" and "Hunters on Bivouac." When Perov founded the Peredvizhniki group, also known as The Wanderers or The Itinerants, in 1870, Savrasov followed, breaking away from government-sponsored academic art. The group was a realist artists' cooperative formed in protest of academic restrictions, and it later evolved into the Society for Traveling Art Exhibitions.

5. In 1871, Savrasov's daughter died, which began a downward spiral for the artist. He became an alcoholic shortly after her death. By the 1890s, Savrasov was basically homeless, wandering from shelter to shelter. Upon his death in 1897, only the doorkeeper of the Moscow School and Pavel Tretyakov, the founder of the Tretyakov Gallery, were present at his funeral.

A larger version of "Sunset Over the Marsh" is available here.

'Feel Art Again' appears every Tuesday and Thursday.

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iStock // Ekaterina Minaeva
Man Buys Two Metric Tons of LEGO Bricks; Sorts Them Via Machine Learning
May 21, 2017
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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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Name the Author Based on the Character
May 23, 2017
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