Upload
others
View
2
Download
0
Embed Size (px)
Citation preview
The Past and the Future of Light Field Imaging
Hendrik Schilling
08.11.2018
Outline
What is Light Field Imaging
I. The Past History and Applications
Commercialization
II. The Present Light Fields are for Industry
III. A Glimpse in the Future VR and Deep Learning
2
What is Light Field Imaging
Theoretical Foundations
1846 Faraday: “Thoughts on Ray Vibrations”
1936 Gershung: “The Light Field”
1991 Adelson: “The Plenoptic Function”
3
What is Light Field Imaging
The Plenoptic Function
4
L(x,y,z, , )θ φ
What is Light Field Imaging
The Plenoptic Function
5
L(x,y,z, , )θ φ
first
pla
ne
seco
nd p
lane
(u,v)
(s,t)
(α,β)(γ,δ)
reference sphere
What is Light Field Imaging
Recording Light Field Data
6
SubjectMain lens
Microlens
Array
Photosensor
Translation Stage
Plentopic Camera Camera Array
History
The First Application: Display and RecorderLippmann 1908:
7
… not quite ready for the market
History
The First Application: Display and RecorderFurther Developements:1911 Sokolev:
1930 Ives:
Further works by Coffey 1935, Ivanov 1948, Gruetzner 1952, Chutjian 1968, Dudnikov 1970, Ivars 1988
8
History
The Beginning of an Era
1996 Levoy and Hanrahan: “Light Field Rendering”1996 Gortler et al.: “The Lumigraph”
Generation of new viewpointsfrom a recorded light field
9
Applications
Light Field ApplicationsSynthetic Aperture Imaging
10
Applications
Light Field ApplicationsSynthetic Aperture Imaging
11
Applications
Light Field ApplicationsSuperresolution
12
Applications
Light Field Applications 3D Reconstruction
13
Why? A Short History
Light Field ApplicationsSurface Properties
14
Commercialization
Commercial UseLytro (2006-2018)
● Application: Refocusing
● first commercial Plenoptic Camera● researches were very happy!● consumers not so much...
15
Commercialization
Never Released● Pelican Imaging (2006-2016)
refocusing, close range depthAcquired by Tessera
● LinX (2006-2016)refocusingAcquired by Apple
16
The Present
Current Light Field products are for industry!● Raytrix (since 2009)
optical inspection
● HD Vision Systems (since 2017)robotics, optical inspection
● AITvery high speed inline inspection
17
A Glimpse in the Future
We are just starting...… and will see many more applications based on
Light Field Imaging● depth estimation (already available!)
● image synthesis (coming next...)
● material properties (just wait and see...)
18
A Glimpse in the Future
… future applications:
19
Light Fields for VR
A Glimpse in the Future
...future applications:
20
training data for Deep Learning
TrueLightstartup in founding phase
semantic annotationdepthscene