How imperceptible vibrations could take augmented reality to a new level
09-20-2016 06:25 PM
Pokmon Go is the biggest breakout hit of the year, and though it may be starting to slip from its colossal popularity peak, its still a very well played game that millions enjoy on a daily basis. Part of what made it so eye-catching is its augmented reality feature. But as cool as that is, having a psuedo-hovering Pokmon superimposed over the real world doesnt feel very much like reality.
To make the game more immersive, wed need some way for the pocket monsters to interact with the environment theyre in, and have it react back. How would that be possible? A research team at MIT believes its found a way through the use of micro-vibrations.
Essentially, were looking at different frequencies of vibration, which represent a different way that an object can move. By identifying those shapes and frequencies, we can predict how an object will react in new situations, Abe Davis, the lead researcher on the project, told Digital Trends. Along with fellow researchers Justin Chen and Fredo Durand, theyve built upon previous research they conducted on the concept of visual microphones, to draw even more data from standard video.
One way to think about it, is if I point my camera at a bush and I watch the wind rustle that bush for a whole minute, Im watching a bunch of tiny movements of the bush, which are responses to various forces, Davis explained.
Those movements are categorized as vibrations operating at various frequencies. Then, software can take the video and analyze those vibrations. It can figure out the types of forces at play to create those movements, and then guess at how larger forces, or different combinations of those same forces, may make the object react.
By recording the bushs reaction to the wind, the software can eventually figure out how it might react to a brick or Pikachu.
Bringing pocket monsters to life
Extrapolating more than just visual data from video became a focus of Davis interest throughout his time at MIT, and it was ultimately the core of his dissertation. However, explaining just how visual data from a video can be used beyond the norm isnt easy. When Pokmon Go was released, he saw a great way to break it down.
Davis is a Pokmon Go player, having reached level 19 at the time we conducted our interview. We were even introduced to his most powerful Pokmon Fluffles, a CP 1,592 Arcanine, whos been tearing up the gyms in his local area. Fluffles was caught at the SIGGRAPH conference where Davis and his fellow researchers first showed off vibration model technology.
To use Pokmon as a showcase, Davis set up his phone on a tripod pointing in a specific direction. He then proceeded to catch a Pokmon, and then captured footage from that exact same position.
I caught it and recorded about a minute of video, using the tripod for stability. I took that video back and processed it using the code I had written, and the result was the video you see above.
A bush from the real world, which reacts (somewhat realistically) with a digital creation, is much closer to the sort of augmented reality future weve all been promised. Indeed, it even goes further than some of the things weve seen with Microsofts Hololens and the Magic Leap. Because of that, we shouldnt expect this sort of technology to appear in the next Pokmon Go patch, or even its sequel.
This might be something thats more suitable for Pokmon Go 4 or 5, than Pokmon Go 2, Davis cautioned.
That said, Davis and his fellow researchers had been working on this well before Pokmon Go was released, and there are many other potential applications for this technology beyond catching pocket monsters.
Shaking seconds off rendering CGI
What if, instead of rendering are entire explosion of an object or building, film makers could simply record video of an object and utilize this sort of algorithm to create a barebones animation? This has the potential to save huge chunks of time.
Of course, the artificially created movement that Davis has shown doesnt look quite as good as the latest CGI blockbuster, but thats not due to the weakness of the technique. Davis simply isnt an artist. He has no idea how to polish his algorithms results.
The most expensive CGI is the most expensive CGI, because you pay the most expensive artists to do the most expensive art, Davis said, jokingly. If you gave this tool to the worlds best artists, I suspect you could make it look really good.
Its about giving artists the best starting point. Thats how a lot of technology and special effects are used. If you want to make something look really good, you dont want a canned solution. You want your artists to dictate every aspect of the look and feel of the final product.
Another exciting use for the technology may be found in architecture, as well as insurance, where the tech could be used for structural health monitoring. Vibration modes and frequencies are already used in that profession, but they utilize much more complicated capture techniques to acquire the data.
Typically that data is captured through lasers and accelerometers that have to placed on the object. The big advantage [with my technique], is that its very easy to point a camera at a building, but its pretty hard to paint a whole building with accelerometers or laser points, said Davis. This offers a convenient way to capture slightly lower quality data, which is great to figure out where you need to focus your attention.
If a company can test a buildings structural integrity by just recording some video of it and throwing an algorithm at it, itd be possible for an intern with a camera to do work thatd previously demand a team of engineers.
Frame rates, resolution and magnification
Obviously, a commercial camera is much cheaper, easier to acquire and easier to operate than the technology this technique could help supplant. But there are certain hardware requirements that have a big effect on how well the algorithm works.
As with most video, a tripod is essential. While it wouldnt be too difficult to separate out vibrations that effect the entire video, versus those that effect subjects within it, thats a step that can be practically eliminated by using a sturdy vantage point for the camera to rest.
The type of camera, and its quality, can be important, too.
The frame rate of the camera can actually determine what frequencies you can recover, Davis said. If youre doing special effects, the frequencies you want to simulate are the frequencies that you can see, so frame rate isnt so important. However, if you wanted to simulate a detailed solid object, then having higher frequencies which are captured at a higher frame rate is going to help.
In one instance, Davis and his team wanted to track the vibrations from a Ukelele. But because of the way the strings on such an instrument vibrate, it was very important to use a high-frame-rate camera.
With all of the potential uses of the video vibration analysis work that Davis and his peers have been conducting, where does the technology go from here?
Although Davis plans to continue working on it in the future, he doesnt have any immediate plans to leverage it for financial gain. There will be no micro-vibrations-from-video start up that Google or some other mega-corporation buys out in the near future. Part of that is because MIT owns the patent, having defensively applied for it.
However, you have to imagine that the likes of Microsoft and Magic Leap will be keeping an eye on this sort of technology, as it could be great for augmented reality.
Davis himself has now finished his dissertation, a comprehensive paper on all of his MIT conducted research, and will be graduating this September, before moving on to Stanford University for his post-doctorate.
For more information on any of Davis research, you can find all of his papers and studies on his official site. He also covered several aspects discussed here in his Ted Talk
- How Pokemon Go May Get Better, Thanks to MIT Research | Digital Trends
- Abe Davis09-12-2016 09:26 PM
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