Monocular 3D Reconstruction Using Depth Cues from Planar Range Data - - PowerPoint PPT Presentation

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Monocular 3D Reconstruction Using Depth Cues from Planar Range Data - - PowerPoint PPT Presentation

Monocular 3D Reconstruction Using Depth Cues from Planar Range Data Ben Eckart Heather Justice Joe Lisee 1 Motivation Eckart, Justice, Lisee 2 Motivation Laser-Level Obstacles Above-Laser Obstacles Eckart, Justice, Lisee 3 Project


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SLIDE 1

Monocular 3D Reconstruction Using Depth Cues from Planar Range Data

Ben Eckart Heather Justice Joe Lisee

1

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SLIDE 2

Motivation

Eckart, Justice, Lisee 2

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SLIDE 3

Motivation

Eckart, Justice, Lisee 3

Laser-Level Obstacles Above-Laser Obstacles

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SLIDE 4

Project Goal

  • Generate best possible depth map from

planar LIDAR and single camera

3-D Depth Reconstruction from a Single Still Image, Ashutosh Saxena, Sung H. Chung, Andrew Y. Ng. International Journal of Computer Vision, Aug 2007.

Eckart, Justice, Lisee 4

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SLIDE 5

Eckart, Justice, Lisee 5

Depth Estimation from Single Images

Make3D: Learning 3-D Scene Structure from a Single Still Image, Ashutosh Saxena, Min Sun, Andrew Y. Ng, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2008.

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SLIDE 6

Augmenting with Planar LIDAR

  • Match LIDAR scan to superpixels
  • Treat LIDAR as ground truth depth
  • Account for uncertainty in LIDAR data

Eckart, Justice, Lisee 6

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SLIDE 7

Questions

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