Feature

Dubrovnik in 3-D:  University of Washington
They came, they saw, they took pictures. And thanks to them -- about 150,000 Flickr users -- a team of computer scientists built Rome in a day.

Using nearly half a million Flickr photos of Rome, Venice, and the Croatian coastal city of Dubrovnik, a team of computer scientists at the University of Washington's Graphics and Imaging Laboratory assembled digital models of the three cities in 3-D.

Their work builds on the algorithms used in Microsoft's Photosynth, which were invented at the same lab, but it's like Photosynth on steroids.

"The key difference is that Photosynth was aimed at doing a single monument or landmark, which meant that it was scaled to a couple hundred or a thousand photographs, after which it became too slow," said Sameer Agarwal, an assistant professor at UW who worked on the project. "We can now process truly huge data sets -- the big breakthrough here was being able to match the images fast."

A series of videos on the project Web site lets visitors fly through landmarks like St. Peter's Basilica, the Colosseum and Venice's San Marco Square. For much smaller Dubrovnik, you can see the whole city, including mountains in the distance.

Each video includes clusters of small diamond shapes, which represent each photographer and his or her vantage point.

The team built a new algorithm that proceeds in two steps -- first, by matching the photos by what they had in common, puzzle-style, and then by determining the scene and each photographer's pose. They also designed new software that can more quickly solve the type of large math problems that exist in 3-D reconstruction.

It took 500 computer processors 13 hours to match 150,000 photos for Rome's landmarks, and eight more hours to construct a 3-D image of them. Venice involved 250,000 images, which took 27 hours to match and 38 hours to reconstruct. By contrast, using the algorithms on which Photosynth is based, it would have taken 500 processors at least a year to match 250,000 photos.

Dubrovnik had fewer photos, so matching only took about five hours, but the reconstruction ate up almost 18 hours.

It stands to reason that more photos would take more time, but there were so many similarities among Rome's photos that it was simpler to put them all together into individual landmarks. The team found clumps of photos that went together, yielding fine detail of the front of the Trevi Fountain, for instance. The Colosseum had 2,000 images. For Dubrovnik, however, the team had just 4,600 photos corresponding to the entire "old city" portion, which comprises several narrow streets and tall buildings.

"For Rome, since most of what we got were landmarks, the geometry is quite simple. Even through the building geometry is quite complicated, the overall is quite simple," Agarwal said. "For Dubrovnik, it's not just a matter of having twice as many images -- the (3-D) geometry is more complex."

Steve Seitz, another member of the team, said the next goal is to stitch together a million photos, ultimately creating a photo-realistic 3-D tour of an entire city.

"This is one of the main intellectual challenges here. We want to see how much of the city can be reconstructed from people's tourist photos," he said.

Agarwal said the technology could be used for everything from video games, to next-generation GPS, to preservation for the sake of posterity.

Venice is slowly sinking into the lagoon that surrounds it, for instance, and a 3-D tour could digitally preserve the city for future generations. Earthquake-prone cities could be catalogued, both for history and for municipal planning efforts.

"If you have a digital representation of something, then you can study it. Maps only offer you a limited view," Agarwal said. "There are a number of very different kinds of uses for something like this. And there's just the pure science aspect of it, which is advancing how you can do large scale 3-D construction."

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78 Comments

This is indeed awesome. Really, genuninely fabulous stuff.

A pedantic quibble, perhaps, but the headline of your piece kind of gets it wrong. It's not "150,000 Flickr photos" - as the article says, it's the photos sourced from more than 150,000 Flickr users. That's different.

Still - awesomely splendid work and kudos to Prof Agarwal and team.

Dude, lotsa time gone to a seemingly good use of the internet, flikr, and time left over.

All in all, time well wasted.
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Does that mean you could theoretically use the photos taken in google maps (the streetview) to create a 3D rendering of the entire U.S.?

Not to be glib or anything, but seems like a whole lot of work for something that can be done much easier? How about a video camera tour of the city?

To: acrefeld

You did intend to be glib, that's another topic though.

The reason this is awesome, is that your video doesn't actually make anything 3D. It is simply a series of 2D photos.

This is true rendering, taking the outside 2D pictures of a building and creating a 3D model of it is an astounding achievement of mathematics and computer science.

I don't think the breakthrough here is that they took 2D pics and converted them to a 3D model. That has been done before. The cool thing is they took them from Flicker content and generated for free a more real-time 3d environment of the whole city.

As the article states ""The key difference is that Photosynth was aimed at doing a single monument or landmark, which meant that it was scaled to a couple hundred or a thousand photographs, after which it became too slow," said Sameer Agarwal, an assistant professor at UW who worked on the project. "We can now process truly huge data sets -- the big breakthrough here was being able to match the images fast."

@acerfeld
you don't sound like you've ever programmed before, this is not the type of stuff that is simple, think about it, their processing thousands of photo's on hundreds of processors, and it's still taking hours to build the the 3D geometry, and that's no easy task, they need to figure out a person's orientation, than figure out what's in the picture, and finally construct the 3D object, just because you may be able to figure out what a building might look like from a photo does not mean that a computer is able to do it, remember, at the lowest level, a computer just see's a 1 or a 0, try making something that can build a whole city with just a yes or no game=-)

Wow that's amazing, I think its rendering took weeks and weeks. Thanks for sharing.

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These are truly fantastic, can't begin to get my head around how complex the algorithm must be produce these. Wish some oter examples like the Dubrovnik one were linked to from here.

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This is indeed awesome. Really, genuninely fabulous stuff.
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Thanks Rebecca, I'm impressed by the technology - to see ancient cities like Dubrovnik come to life is quite special.

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I love this 3D Rome. turkishlawproject.org Thanks.

I think i saw this algo being demonstrated in France at a science symposium at one time.

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3d is possibly the technology of the future, as in www.tabletlaptops.info and www.moneyordered.com it is safe to say the colors of flickr and the romance of 3d has really made it a great combination,

fortunately now that the spectrum of flickr is appreciated,whether it be at www.guwahati.org or www.jorhat.org or www.majuli.org , it is to be expected to give more such pictures and that too in 3D

fantastic 3d application,
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and flickr is doing a wonderful work in colors

I think Microsoft had a program like this a few years back and it looks pretty slick!

I would HATE to see how long this thing would take to render though LOL

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I do not think the breakthrough is here that they took 2D pictures to convert a 3D model. This has been done before. The cool thing is that they have taken Flicker and generated content to release a more real-time 3D environment of the entire city.
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NO one could really imagine about it. The way its presented is really awesome I am really anxious to know how it really made the saying wrong that and build Rome in just a day www.cdromdatarecovery.com

The 3D images are pretty mind boggling. I bet Rome was an awesome place to live.

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So Flickr is useful for something after all.

It is really nice how a user generated content website can be responsible for such a nice outcome. This generates quite a few possibilities for the future.

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Flickr is great and my favorit pic tool

Flickr was developed by Ludicorp, founded in 2002 in a Canadian company based in Vancouver. Originally, the uploading of images only one aspect of the online game Game Neverending, [1], Caterina Fake and Stewart Butterfield, her husband had been programmed. This component was however very popular with users, which meant that work stopped on the online game and Flickr was created in its present form. In March 2005, Flickr and Ludicorp were bought by Yahoo.
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ou man.., I’ve never seen an article like this.
It was very nice reading it.
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This is simply awesome technology. It reminds me a lot of that tech. Microsoft were working on a few years ago. Very clever stuff indeed. binaural beats

I think i saw this algo being demonstrated in France at a science symposium at one time.
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3D images looks really cool.....It is the first time i saw it.

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really cool! Maybe it's simply technology, but it's awesome. thanks sharing this with us.

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wowo....... Never seen it before.
As a programmer I would like to thank you for 3d application as you shown is awesome.
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It's amazing what can be done these days - flickr is a great resource.

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That is one of the neatest things I have ever seen. I was wondering if there were any iPhone apps that did anything similar to this? I think that it would be a great idea. I have made a bid directory before, but I don't think I would have a chance at making an iPhone app.

Just goes to show what can be done these days!

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This is absolutely beautiful.

The fusion of art and technology is what I live for.

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It is really nice how a user generated content website can be responsible for such a nice outcome. This generates quite a few possibilities for the future.

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thanks, I have to admit that Google is not my sphere for now, but I am always follow this sphere too. Reading your post I have noticed some new things which I have not known before. Thanks a lot one more time for sharing this informative entry and I will be waiting for more great news from you in the nearest future.Cokk from Botanical Slimming | Super Slim Pomegranate | Pai You Guo

These are truly fantastic, can't begin to get my head around how complex the algorithm must be produce these. Wish some oter examples like the Dubrovnik one were linked to from here.

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These are truly fantastic, can't begin to get my head around how complex the algorithm must be produce these
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What a Fantastic Job!

You must have heard that Rome was not built in a day but you have done this by using your strong algorithm and techniques.It's really an outstanding achievement of yours and computer science. Hope to do far better next time.
All the Best!

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I think that the breakthrough here is getting 2D pics and converted them to a 3D model. That has not been done before.

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The algorithms for these must be mind-boggling. Fantastic pieces - thanks for sharing and showing.

Anything small enough can be used as a pixel these days

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This is quite amazing as it is at the moment but I would love to see how the project develops. Will these grainy images eventually be processed so that they produce solid plains that cannot be seen through and are there plans to develop the algoritm so that collision detection can be used to create solid walls within the cityscapes???

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the Colosseum and Venice's San Marco Square. For much smaller Dubrovnik, you can see the whole city, including mountains in the distance.Search Engine Optimization Services

They are fantastic! just cant seem get my head around it. I like it :)
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They are doing an incredibly amazing job here. I just wonder how they do that. Need to learn more about it and wish to see their next job.
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I think the time it took to do this was relatively short.
I bet that within another year our two, it will take less computer and a whole lot less time.
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The fact that this is been use for landscape, couldnt the same thing be done for learn Medicine in the medical field.
Just imagine taking a tour of the body in 3D.
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Wow. This is so cool. I feel like I'm watching a bourne identity movie or something.

on second thought, it's almost scary to know what computers can do nowadays!

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This is absolutely amazing. Thanks for posting the video of it all. The Web has made so much possible and computers are keeping right up with their ability to create art for those with the artistic eye and ideas.

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wow! thats amazing. So innovative and artistic but 500 processor working at a time is a huge amount of processing for this.
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That's a very good way of building the algorithm,it makes a lot of sense. just like a jig-saw puzzle it matches the image that has some link to it.You have a very good team working on this.
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Technology has come so far in recent years. I remember when sending a jpeg image was a big deal. Now they can take jpegs and turn them into 3D renderings that you can view real time off of some URL. In short I think this is really cool :)

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wow, this is amazing, i live in croatia and i can tell you that dubrovnik is just as it is !

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