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Researchers Leverage Shadows to Model 3D Scenes

Technique could lead to safer autonomous vehicles or faster warehouse robots

Adam Zewe

MIT

Wed, 07/03/2024 - 23:58
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(MIT: Cambridge, MA) -- Imagine driving through a tunnel in an autonomous vehicle but, unbeknownst to you, a crash has stopped traffic up ahead. Normally, you’d need to rely on the car in front of you to know you should start braking. But what if your vehicle could see around the car ahead and apply the brakes even sooner?

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Researchers from MIT and Meta have developed a computer vision technique that could someday enable an autonomous vehicle to do just that.

They have introduced a method that creates physically accurate 3D models of an entire scene, including areas blocked from view, using images from a single camera position. Their technique uses shadows to determine what lies in obstructed portions of the scene.

They call their approach PlatoNeRF, based on Plato’s allegory of the cave, a passage from the Greek philosopher’s Republic, in which prisoners chained in a cave discern the reality of the outside world based on shadows cast on the cave wall.

 …

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