Novel Depth Cues from Uncalibrated Near-field Lighting LED Camera Sanjeev J. Koppal and Srinivasa G.

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Transcript Novel Depth Cues from Uncalibrated Near-field Lighting LED Camera Sanjeev J. Koppal and Srinivasa G.

Novel Depth Cues from Uncalibrated Near-field Lighting
LED
Camera
Sanjeev J. Koppal and Srinivasa G. Narasimhan
Scene
1. Plane-Scene Intersections
Light source moves in a line
Scene
Detect intensity maxima
Results appear similar to light-striping
Intensity Maxima in Lambertian Scenes
The intensity, E, at any time t for a lambertian scene
is given by:
Input Images
Metal Office Desk
P
Plane-Scene Intersections
The location of the maxima is found by setting
the derivative to zero:
Plane Perpendicular
to source path.
Plane-Scene Intersections
Painted House
Camera
Vertical and Horizontal Intersections
The maxima location occurs at P if the light source
is close to scene and D is small.
2. Depth Ordering for Homogeneous Scenes
Light source moves in a plane
Integrate pixel intensities
Ordering as a pseudo depth
Overlapping Incident Angles
Q
Q
Scene
Input Images
Polyresin Statue
Left
Plane
Depth Ordering
Camera
Wood Chair
Depth Ordering
Rendering
The integral of intensities at any scene point P,
consists of angles that either overlap with those at
scene point Q or are different:
Right
Plane
Image Plane
Ordering from three different planes
Evaluation using Renderings
3. Symmetry Pairs for Homogeneous Scenes
Light source moves in
bisecting plane
Match identical intensities
P
P
Method works for isotropic BRDFs
Depth Ordering
Lambertian + Torrance-Sparrow
Scores
Oren-Nayar
Scores
Correctly Ordered Fraction
Correctly Ordered Fraction
0.80
0.95
Scene
Input Images
0.75
0
Bunny
Bunny
Buddha
Buddha
Dragon
Dragon
Roughness
0.65
1
Plane Fit Error
Roughness
Plane Fit Error
Vertical
Horizontal
Metal Office Desk
Camera
Symmetry Pairs
1
Lambertian + Torrance-Sparrow
Scores
Oren-Nayar Scores
Plane-Scene Intersections
0
Vertical
Horizontal
0.05
0.05
0.015
0.015
Symmetry Pairs
0
Roughness
1
0
Roughness
1