Skybox Photo Acquisition 204 Photos Homography Errors in - - PowerPoint PPT Presentation

skybox photo acquisition 204 photos homography errors in
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Skybox Photo Acquisition 204 Photos Homography Errors in - - PowerPoint PPT Presentation

Skybox Photo Acquisition 204 Photos Homography Errors in estimation of homographies Homography-Rotation Relationship Idea Find the rotation of the camera for each photo Minimize the difference between measured homographies and


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SLIDE 1
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SLIDE 2

Skybox

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SLIDE 3

Photo Acquisition

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SLIDE 4

204 Photos

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SLIDE 5

Homography

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SLIDE 6

Errors in estimation of homographies

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SLIDE 7

Homography-Rotation Relationship

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SLIDE 8

Idea

  • Find the rotation of the camera for each photo
  • Minimize the difference between measured homographies and

rotation-induced homographies

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SLIDE 9

Definition of distance between homographies

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SLIDE 10

Solving with Ampl

  • Input: coordinates of 9 transformed points for each pair of photos
  • Fixed parameter: Alpha (identical for all photos)
  • Variables: Rotation matrix of each photo (9 values), intermediate vars
  • Objective function: Sum of homography distances
  • Constraints:
  • Orthonormality
  • First rotation = identity
  • Intermediate constraints
  • Solver: Baron, Couenne
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SLIDE 11

Solving with Ceres Solver

  • Input: coordinates of 9 transformed points for each pair of photos
  • Fixed parameter: None
  • Variables:
  • Rotation of each photo in angle axis representation (3 values)
  • Alpha of each photo
  • Objective function: Sum of homography distances
  • Constraints: None
  • Solver: Dense Schur solver
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SLIDE 12

Display

  • Z-buffer
  • Interpolation
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SLIDE 13

Demo!