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MIT Media Lab

Camera Culture

Introduction to Time-of-Flight
Range Imaging
Refael Whyte
MIT Media Lab

Camera Culture

Why Depth?
• Color photos have limited depth information
MIT Media Lab

Camera Culture

Time-of-Flight Cameras

18 October 2013

© THE UNIVERSITY OF WAIKATO • TE WHARE WANANGA O WAIKATO

3
MIT Media Lab

Camera Culture

Measuring Distance

• Illuminate scene with amplitude modulated light.

• Phase difference between transmitted and
reflected light encodes distance.
• Transmitted and returning light is correlated to
measure distance.

18 October 2013

© THE UNIVERSITY OF WAIKATO • TE WHARE WANANGA O WAIKATO

4
MIT Media Lab

Camera Culture

Measuring Distance

• Returning light is correlated with reference
waveform.
• Reference waveform is phase shifted

• Measured points fit a sine wave.

5
MIT Media Lab

Camera Culture

Correlation Function
MIT Media Lab

Camera Culture

Measuring Distance
MIT Media Lab

Camera Culture

Real Data

• Measured correlation waveform of one pixel

• Compute phase and amplitude from FFT.
MIT Media Lab

Camera Culture

Camera Data

• Phase and amplitude images, 120x160 sensor.
MIT Media Lab

Camera Culture

Measurement Errors
MIT Media Lab

Camera Culture

Multipath

• Multiple propagation paths.

• In scene paths and lens flare effects.
• Still an unsolved problem. Use low reflective
material around objects of interest to mitigate
18/10/2013

© THE UNIVERSITY OF WAIKATO • TE
WHARE WANANGA O WAIKATO

11
MIT Media Lab

Camera Culture

Multipath

• The measured pixels value is the sum of both
components on the complex plane.

• Reflect table tops and floors can see
reflection in the amplitude image.
MIT Media Lab

Camera Culture

Other Sources
• Temperature drift.
• Jitter. Jitter in the modulation signal limits
precision.
• Photon shot noise in pixel structure. Is
assumed to be an independent guassian noise
source.
• Readout noise. Noise added by ADC and
readout process.
• Harmonic aliasing impacts accuracy.
MIT Media Lab

Camera Culture

Time-of-Flight at MIT

• Access to commercial Time of flight cameras
and custom built ones
• Commercial ones from:
Softkinetic, PMD and
Mesa Imaging
MIT Media Lab

Camera Culture

Coke Bottle Light Sweep
• Visualization of light in a coke bottle
http://www.youtube.com/watch?v=fSqFWcb4rE
• Light sweep with ToF Camera
https://sites.google.com/site/tofvid/
• Similar results 1000x reduction in cost of
hardware.
MIT Media Lab

Camera Culture

Time of Flight Applications
• Next generation Kinect for Xbox One.
http://www.youtube.com/watch?v=Hi5kMNfgDS
4
• Object Scanning
http://www.youtube.com/watch?v=IXr9zqz6Bjc
• Hand tracking
http://www.youtube.com/watch?v=Qj4ymzTNw
Dw
• Other
http://www.youtube.com/watch?v=eAlSfEqBBhM
MIT Media Lab

Camera Culture

Other Applications
•
•
•
•

Manufacturing
Automation
Robotic navigation.
Rumoured to being developed for phones so
the sky is the limit.

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Time of Flight Cameras - Refael Whyte

  • 1. MIT Media Lab Camera Culture Introduction to Time-of-Flight Range Imaging Refael Whyte
  • 2. MIT Media Lab Camera Culture Why Depth? • Color photos have limited depth information
  • 3. MIT Media Lab Camera Culture Time-of-Flight Cameras 18 October 2013 © THE UNIVERSITY OF WAIKATO • TE WHARE WANANGA O WAIKATO 3
  • 4. MIT Media Lab Camera Culture Measuring Distance • Illuminate scene with amplitude modulated light. • Phase difference between transmitted and reflected light encodes distance. • Transmitted and returning light is correlated to measure distance. 18 October 2013 © THE UNIVERSITY OF WAIKATO • TE WHARE WANANGA O WAIKATO 4
  • 5. MIT Media Lab Camera Culture Measuring Distance • Returning light is correlated with reference waveform. • Reference waveform is phase shifted • Measured points fit a sine wave. 5
  • 6. MIT Media Lab Camera Culture Correlation Function
  • 7. MIT Media Lab Camera Culture Measuring Distance
  • 8. MIT Media Lab Camera Culture Real Data • Measured correlation waveform of one pixel • Compute phase and amplitude from FFT.
  • 9. MIT Media Lab Camera Culture Camera Data • Phase and amplitude images, 120x160 sensor.
  • 10. MIT Media Lab Camera Culture Measurement Errors
  • 11. MIT Media Lab Camera Culture Multipath • Multiple propagation paths. • In scene paths and lens flare effects. • Still an unsolved problem. Use low reflective material around objects of interest to mitigate 18/10/2013 © THE UNIVERSITY OF WAIKATO • TE WHARE WANANGA O WAIKATO 11
  • 12. MIT Media Lab Camera Culture Multipath • The measured pixels value is the sum of both components on the complex plane. • Reflect table tops and floors can see reflection in the amplitude image.
  • 13. MIT Media Lab Camera Culture Other Sources • Temperature drift. • Jitter. Jitter in the modulation signal limits precision. • Photon shot noise in pixel structure. Is assumed to be an independent guassian noise source. • Readout noise. Noise added by ADC and readout process. • Harmonic aliasing impacts accuracy.
  • 14. MIT Media Lab Camera Culture Time-of-Flight at MIT • Access to commercial Time of flight cameras and custom built ones • Commercial ones from: Softkinetic, PMD and Mesa Imaging
  • 15. MIT Media Lab Camera Culture Coke Bottle Light Sweep • Visualization of light in a coke bottle http://www.youtube.com/watch?v=fSqFWcb4rE • Light sweep with ToF Camera https://sites.google.com/site/tofvid/ • Similar results 1000x reduction in cost of hardware.
  • 16. MIT Media Lab Camera Culture Time of Flight Applications • Next generation Kinect for Xbox One. http://www.youtube.com/watch?v=Hi5kMNfgDS 4 • Object Scanning http://www.youtube.com/watch?v=IXr9zqz6Bjc • Hand tracking http://www.youtube.com/watch?v=Qj4ymzTNw Dw • Other http://www.youtube.com/watch?v=eAlSfEqBBhM
  • 17. MIT Media Lab Camera Culture Other Applications • • • • Manufacturing Automation Robotic navigation. Rumoured to being developed for phones so the sky is the limit.

Editor's Notes

  1. Currentcolor imaging technology only provides clues about the depth in the scene. Only social cues like the size of objects and shadows.
  2. Time of flight cameras measure the depth for each pixel. This is an example figure from a time of flight camera. Each pixel is located in X,Y,Z in space. Person infront of the scene.
  3. Phase translates to distance. Measure phase because measuring direct time of flight is hard.
  4. Really say that four frames are required. Say something about motion.
  5. Talk about the noise. The black table cloth returns less light therefore is more noisy.
  6. Say the modulation frequency is the length of the pulse. The shorter the pulse the more precision the measurements however phase wrapping.
  7. Add comments about mixed pixels.
  8. Talk about how we are exploring other areas for ToF. Medical imaging.