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Apple's work on eroticize exercise dvd for sale for saleself-driving cars has been more secretive than just about every other project in the autonomous car space — but now, two of the company's scientists have published some of their auto-focused research for the first time.
The paper, authored by Apple engineers Yin Zhou and Oncel Tuzel and published in the independent journal arXiv, details a new computer imaging software technique called "VoxelNet" that could improve a driverless car system's ability to detect pedestrians and cyclists.
The scientists claim their new method could be even more effective than the two-tiered LiDAR and camera systems that have become the industry standard for object detection in self-driving cars. Those expensive systems depend on cameras to help determine the small or faraway objects (like pedestrians or cyclists) detected by LiDAR sensors, which use light beams to detect and map 3D obstacles in the world around the the vehicle.
SEE ALSO: Uber just made its biggest move yet to adopt self-driving carsThe VoxelNet system — which was named after the "voxel" unit of value for a point in a three-dimensional grid — eliminates the need for a camera to help identify the objects detected by LiDAR sensors, allowing the autonomous platform to work on LiDAR alone. The scientists tested the software using models that showed pedestrians, cyclists, and other faraway objects.

The new technique was only tested in computer simulations, so Apple will still need to put VoxelNet to the test on the streets IRL before it can actually remove the cameras from its self-driving platform. The initial results were called "highly encouraging," however, so it might not be too long before the system described in the public research is put into use, by Apple or some other self-driving projects.
It's rare for Apple to show its hand by publishing research or explaining products before an official launch, but self-driving development is a different space for the iPhone maker. Public testing, which is essential to autonomous systems, requires government oversight, so public documents like state permits have tipped the company's hand.
It's hard to hide a fully equipped self-driving car from being spotted on public roads, too. Apple's rig has reportedly been identified twice, even though rumors claim its driverless platform could be relegated to use for an employee shuttle bus to start.
We reached out to Apple for comment on how the new LiDAR-only object detection system might be implemented, but haven't heard back. We'll update the story if we get a response.
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