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Camera Calibration
and Software Image
   Enhancement


Guy Martin BEng MASc
Marie Josée Perreault BAA
Serge Gagné BCom
Digital Imaging and Intelligent Systems
Digital imaging is an enabling technology, the key building block for
  a broad range of high end, highly automated technologies.
The use of digital cameras as measuring tools in Intelligent Systems
  (IS) requires the camera to be calibrated.
We corrected systematic errors found in every camera calibration
  model and technique known.
Using our technique as a software lens correction filter,
we demonstrated to National Defence Canada*

  8:1 higher measurement accuracy (image or 3D telemetry)
  4:1 faster computation time
  30% added lossless video compression
  …                                    *
                                         (June 2nd 2009)
Camera Calibration
Market Wise
Besides Aerospace and Military applications, the technology
can be found applied in a broad range of Intelligent Systems

            Major Markets                 Market       Annual
                                        billions $US   Growth
                          Robotics     7.37            7-15%
                   Service Robots      0.25            40-70%
                   Artificial Vision   13.44           12.25%
                   Tele-medicine       95.0            10%
                   Robot Surgeon       1.0             100%
                   Transportation      40.04           17%
                          Security     14.00           20%
                       Biometrics      1.20            20%
                Facial Recognition     0.14            100%

Digital Imaging is forecasted to become in the present century the
next big technological trend setter, as big as the advent of the
silicon chip in the 20th century.
Camera Calibration
Market Wise
  Our innovation reaches 60% of the optics and photonics market
          - 75 billions $ annual sales worldwide
          - 2/3 shared between 5,000 US companies


Military and Space Opportunities
  - Satellite imaging: digital compression, infrared fusion, sub pixel image
  analysis…
  - Enhanced night vision: infrared and color image fusion
  - Surveillance and object tracking: sub pixel contouring
  - Aerial cartography using UAV (Unmanned Airborne Vehicle): 3D from
  motion and 3D mapping using a camera video feed
  - Video feedback and robotics guidance: docking to ISS and Canadarm-
  Dextre visual feedback, rover exploration…
  …
Camera Calibration
 Is knowing how an image projects
 through the lens to print on the CCD
 camera surface
 We measure the behaviour related to

 -   Camera posture with respect to the scene
 -   Image deformation introduced by the lens
 -   Image sensor and lens mechanical assembly tolerances

 Once calibrated, through software we can remove image artefacts:
 Errors introduced in the image by the imperfect nature of lenses.
 We can then use the corrected image as a feedback sensor for
 automated tasks in Intelligent Systems.
Camera Calibration
           We correct the biggest error found in digital imaging
                                     The distortion introduced by the lens
Lens distortion is known to cause
     •errors in object measurement and tracking using cameras
     •blurring of object edges
     •imaging software sensitivity to lighting conditions
     •lower digital image and video compression ratios

Using off the shelf cameras and lenses, we demonstrated to National
Defense Canada (DND)
     •an accuracy increase of 8:1 in 3D measurements using digital images
     •a 4:1 speed increase in image geometric distortion correction
     •a model extension for using zooming lenses in telemetry, a world first …

We corrected a systematical error found in every camera model and
calibration technique published.
We can retrieve the shape of a camera pixel with an accuracy better than
10-10 mm (roughly the size of an hydrogen molecule), removing a bias in
the image center as big as 2 pixels.
Every lens parameter is ‘polluted’ by the image center bias.
Our results surpass MIT, NASA, JPL, Stanford, INRIA, INO, Creaform, …
Camera Calibration
  Lens distortion introduces the biggest
  error found in digital imaging
                   Geometric distortion curves straight lines and
                             shears the squareness of rectangles with
                             increasing magnitude, going from the image
                             center towards the outside border.
                             Chromatic distortion splits white light as in a
                             prism blurring the rectangle edges in blue on
                             the short side, and in red on the far side with
                             respect to the image center.
                             Chromatic distortion introduces a systematic
                             edge measurement error with varying object
                             color or light spectrum changes.
                             Both distortions are seen by image analysis
                             algorithms as false image point motion while it
                             actually is an imperfection created by the
                             optics.
                             We like to use short focal length lenses to gain
                             image and surface definition, to see more
                             details. Up until our work, we were faced with
                             a trade off between image definition and
                             measurement accuracy because of lens
                             distortion. We are now able to compensate
                             through software.
Camera Calibration
 How ? By taking the picture of a 3D known
 structure, and modeling how the image
 prints on the camera electronic surface.
Camera Calibration
    We corrected everyone’s error in
          locating the image center
                 The Image center is the center of symmetry
                 needed to model and correct lens distortion,
                 both geometric and chromatic…

                 Finding the true image center position corrects
                 a systematic bias in all other lens parameters

                 •   the   lens focal distance
                 •   the   lens skew compensation
                 •   the   lens geometric distortion
                 •   the   lens chromatic distortion
                 •   the   camera position w.r. to the outside world

                 and all 3D measurements taken from
                 camera images in telemetry…
Camera Calibration
3D from a stereo camera pair
                      All advanced imagery techniques require a
                      pinhole ‘errorless’ camera image, where
                      geometric and chromatic distortion are
                      removed, and without bias in the image center.
                      It enables sub pixel edge extraction and
                      increases 3D triangulation accuracy.
Camera Calibration
3D from a video sequence
                3D from motion techniques behaves essentially like a
                camera stereo pair. Two pictures of a still scenery taken
                from two different vantage points will yield a 3D model.
                Still, lens geometric and chromatic distortion have to be
                removed from the images.

                This is the technique used by imaging satellites, UAV
                planes, rovers, panoramic cameras, … to achieve a 3D
                map of a given area.

                In satellite imaging, the earth’s atmosphere behaves like a
                lens and adds distortion to the image. It can be
                compensated for only if the camera distortion is accurately
                known.
Camera Calibration
Earth Observation and Roving
A rover relies on its camera to map its        Sub Pixel edge detection is biased
surroundings. In aerial photography, we        by lens distortion.
can retrieve edge locations at a fraction of   Geometric and chromatic
a pixel. In order to make the                  distortion correction require an
measurement significant, lens chromatic        accurate knowledge of the image
and geometric distortion have to be            center.
removed from the image.                        We removed a 2 pixel image
                                               center bias in image calibration
                                               using COTS cameras and lenses
Camera Calibration
Image fusion and Night Vision
                Seeing through fog, smoke, snow, camouflage
                The US Army is spending billions to gain a tactical
                advantage in night operations.
                They are seeking the next generation of wide angle imaging
                to replace the current NVG light amplification devices.
                Our proposed modification of SWIR (Short Wave Infra Red)
                cameras to DND Canada provides that kind of performance,
                and will cut down their supplying cost by 125 to 150$
                millions with a smaller/lighter and more accurate night
                vision camera.
                Our initial involvement in this venture was to show DND
                Canada how camera calibration would solve the image
                fusion problem between SWIR and color images needed for
                Enhanced Night Vision Goggles (ENVG)
                We then proceeded to increase the camera sensitivity
                The same technology goes for ground or airborne
                surveillance cameras, soldier helmet, and satellite imaging.
Camera Calibration
Landing an Airplane
                            Civil Aviation produces more CO2 emissions than the entire
                            African continent.
                            At 300,000 $ a piece, with a 2 year payback in fuel economy
                            alone, a cryogenic infrared setup helps to locate the runway
                            in low visibility conditions.
                            The next generation of supersonic airplanes will rely on
                            cameras so no cockpit or hull windows are needed, making
                            the plane lighter.
                            Our proposal to DND is an augmented reality helmet using
                            the human eye as a pointing device to replace the mouse
                            click, a device that doesn’t require cryogenic cooling.




Synthetic vision with
Vision Amplification
should appear in civilian
airline transportation
around year 2018
Camera Calibration
Medical Imaging
                  Historically, imaging technology
                  developed for military uses has seen its
                  way to medical imaging.

                  The use of robotic surgery shortens the
                  patient’s recovery period in hospital by
                  more than half. Less invasive, it relies on
                  cameras to provide access to the
                  operating area.

                  The US Army is developing a robot
                  surgeon for NASA’s space program.

                  Removing lens distortion makes the use
                  of cameras more intuitive and
                  comfortable for the surgeon, increasing
                  his skill.

                  Used with a robot, lens distortion
                  removal makes measurements 8 times
                  more accurate.
Camera Calibration
Telecommunications
                     We demonstrated an added 30% lossless
                     compression over existing codec.
                     Removing lens distortion allowed us to
                     use geometric redundancy to increase the
                     compression ratio of images and video
                     sequences. Video content is therefore
                     faster to transmit.
                     Internet saturates because of the
                     increased use of digital video. The
                     hardware cost for North America is
                     estimated at 55 $billions.
                     In satellite applications, our accuracy
                     gain impacts two ways:

                          • Smaller image files because of
                          added compression
                          • Less images because larger
                          areas can be scanned

                     In wireless transmission, added
                     compression means more devices
                     serviced using the same network.
                     Since 75% of all Internet data content is
                     video, a given telco operator could be
                     more profitable than the owner of the
                     network it is roaming on.
Camera Calibration
Other market targets include…

•Pharmaceutical packaging
•Robotics parcel handling
•Highway traffic surveillance
•Airport runway traffic management
•Border surveillance control
…

As part of the Optics and Photonics market segment, computer
vision and digital imaging will impact on most of humanity’s
economic activities, part of a technological break trough as
significant as the advent of the microchip and the electron in
the 20th century (according to ISO’s market study).
The use of zooming lenses cameras for telemetry was thought
to be the only major technological barrier for the explosion of
this specific market niche. We showed quite a few more…

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Camera Calibration Market

  • 1. Camera Calibration and Software Image Enhancement Guy Martin BEng MASc Marie Josée Perreault BAA Serge Gagné BCom
  • 2. Digital Imaging and Intelligent Systems Digital imaging is an enabling technology, the key building block for a broad range of high end, highly automated technologies. The use of digital cameras as measuring tools in Intelligent Systems (IS) requires the camera to be calibrated. We corrected systematic errors found in every camera calibration model and technique known. Using our technique as a software lens correction filter, we demonstrated to National Defence Canada* 8:1 higher measurement accuracy (image or 3D telemetry) 4:1 faster computation time 30% added lossless video compression … * (June 2nd 2009)
  • 3. Camera Calibration Market Wise Besides Aerospace and Military applications, the technology can be found applied in a broad range of Intelligent Systems Major Markets Market Annual billions $US Growth Robotics 7.37 7-15% Service Robots 0.25 40-70% Artificial Vision 13.44 12.25% Tele-medicine 95.0 10% Robot Surgeon 1.0 100% Transportation 40.04 17% Security 14.00 20% Biometrics 1.20 20% Facial Recognition 0.14 100% Digital Imaging is forecasted to become in the present century the next big technological trend setter, as big as the advent of the silicon chip in the 20th century.
  • 4. Camera Calibration Market Wise Our innovation reaches 60% of the optics and photonics market - 75 billions $ annual sales worldwide - 2/3 shared between 5,000 US companies Military and Space Opportunities - Satellite imaging: digital compression, infrared fusion, sub pixel image analysis… - Enhanced night vision: infrared and color image fusion - Surveillance and object tracking: sub pixel contouring - Aerial cartography using UAV (Unmanned Airborne Vehicle): 3D from motion and 3D mapping using a camera video feed - Video feedback and robotics guidance: docking to ISS and Canadarm- Dextre visual feedback, rover exploration… …
  • 5. Camera Calibration Is knowing how an image projects through the lens to print on the CCD camera surface We measure the behaviour related to - Camera posture with respect to the scene - Image deformation introduced by the lens - Image sensor and lens mechanical assembly tolerances Once calibrated, through software we can remove image artefacts: Errors introduced in the image by the imperfect nature of lenses. We can then use the corrected image as a feedback sensor for automated tasks in Intelligent Systems.
  • 6. Camera Calibration We correct the biggest error found in digital imaging The distortion introduced by the lens Lens distortion is known to cause •errors in object measurement and tracking using cameras •blurring of object edges •imaging software sensitivity to lighting conditions •lower digital image and video compression ratios Using off the shelf cameras and lenses, we demonstrated to National Defense Canada (DND) •an accuracy increase of 8:1 in 3D measurements using digital images •a 4:1 speed increase in image geometric distortion correction •a model extension for using zooming lenses in telemetry, a world first … We corrected a systematical error found in every camera model and calibration technique published. We can retrieve the shape of a camera pixel with an accuracy better than 10-10 mm (roughly the size of an hydrogen molecule), removing a bias in the image center as big as 2 pixels. Every lens parameter is ‘polluted’ by the image center bias. Our results surpass MIT, NASA, JPL, Stanford, INRIA, INO, Creaform, …
  • 7. Camera Calibration Lens distortion introduces the biggest error found in digital imaging Geometric distortion curves straight lines and shears the squareness of rectangles with increasing magnitude, going from the image center towards the outside border. Chromatic distortion splits white light as in a prism blurring the rectangle edges in blue on the short side, and in red on the far side with respect to the image center. Chromatic distortion introduces a systematic edge measurement error with varying object color or light spectrum changes. Both distortions are seen by image analysis algorithms as false image point motion while it actually is an imperfection created by the optics. We like to use short focal length lenses to gain image and surface definition, to see more details. Up until our work, we were faced with a trade off between image definition and measurement accuracy because of lens distortion. We are now able to compensate through software.
  • 8. Camera Calibration How ? By taking the picture of a 3D known structure, and modeling how the image prints on the camera electronic surface.
  • 9. Camera Calibration We corrected everyone’s error in locating the image center The Image center is the center of symmetry needed to model and correct lens distortion, both geometric and chromatic… Finding the true image center position corrects a systematic bias in all other lens parameters • the lens focal distance • the lens skew compensation • the lens geometric distortion • the lens chromatic distortion • the camera position w.r. to the outside world and all 3D measurements taken from camera images in telemetry…
  • 10. Camera Calibration 3D from a stereo camera pair All advanced imagery techniques require a pinhole ‘errorless’ camera image, where geometric and chromatic distortion are removed, and without bias in the image center. It enables sub pixel edge extraction and increases 3D triangulation accuracy.
  • 11. Camera Calibration 3D from a video sequence 3D from motion techniques behaves essentially like a camera stereo pair. Two pictures of a still scenery taken from two different vantage points will yield a 3D model. Still, lens geometric and chromatic distortion have to be removed from the images. This is the technique used by imaging satellites, UAV planes, rovers, panoramic cameras, … to achieve a 3D map of a given area. In satellite imaging, the earth’s atmosphere behaves like a lens and adds distortion to the image. It can be compensated for only if the camera distortion is accurately known.
  • 12. Camera Calibration Earth Observation and Roving A rover relies on its camera to map its Sub Pixel edge detection is biased surroundings. In aerial photography, we by lens distortion. can retrieve edge locations at a fraction of Geometric and chromatic a pixel. In order to make the distortion correction require an measurement significant, lens chromatic accurate knowledge of the image and geometric distortion have to be center. removed from the image. We removed a 2 pixel image center bias in image calibration using COTS cameras and lenses
  • 13. Camera Calibration Image fusion and Night Vision Seeing through fog, smoke, snow, camouflage The US Army is spending billions to gain a tactical advantage in night operations. They are seeking the next generation of wide angle imaging to replace the current NVG light amplification devices. Our proposed modification of SWIR (Short Wave Infra Red) cameras to DND Canada provides that kind of performance, and will cut down their supplying cost by 125 to 150$ millions with a smaller/lighter and more accurate night vision camera. Our initial involvement in this venture was to show DND Canada how camera calibration would solve the image fusion problem between SWIR and color images needed for Enhanced Night Vision Goggles (ENVG) We then proceeded to increase the camera sensitivity The same technology goes for ground or airborne surveillance cameras, soldier helmet, and satellite imaging.
  • 14. Camera Calibration Landing an Airplane Civil Aviation produces more CO2 emissions than the entire African continent. At 300,000 $ a piece, with a 2 year payback in fuel economy alone, a cryogenic infrared setup helps to locate the runway in low visibility conditions. The next generation of supersonic airplanes will rely on cameras so no cockpit or hull windows are needed, making the plane lighter. Our proposal to DND is an augmented reality helmet using the human eye as a pointing device to replace the mouse click, a device that doesn’t require cryogenic cooling. Synthetic vision with Vision Amplification should appear in civilian airline transportation around year 2018
  • 15. Camera Calibration Medical Imaging Historically, imaging technology developed for military uses has seen its way to medical imaging. The use of robotic surgery shortens the patient’s recovery period in hospital by more than half. Less invasive, it relies on cameras to provide access to the operating area. The US Army is developing a robot surgeon for NASA’s space program. Removing lens distortion makes the use of cameras more intuitive and comfortable for the surgeon, increasing his skill. Used with a robot, lens distortion removal makes measurements 8 times more accurate.
  • 16. Camera Calibration Telecommunications We demonstrated an added 30% lossless compression over existing codec. Removing lens distortion allowed us to use geometric redundancy to increase the compression ratio of images and video sequences. Video content is therefore faster to transmit. Internet saturates because of the increased use of digital video. The hardware cost for North America is estimated at 55 $billions. In satellite applications, our accuracy gain impacts two ways: • Smaller image files because of added compression • Less images because larger areas can be scanned In wireless transmission, added compression means more devices serviced using the same network. Since 75% of all Internet data content is video, a given telco operator could be more profitable than the owner of the network it is roaming on.
  • 17. Camera Calibration Other market targets include… •Pharmaceutical packaging •Robotics parcel handling •Highway traffic surveillance •Airport runway traffic management •Border surveillance control … As part of the Optics and Photonics market segment, computer vision and digital imaging will impact on most of humanity’s economic activities, part of a technological break trough as significant as the advent of the microchip and the electron in the 20th century (according to ISO’s market study). The use of zooming lenses cameras for telemetry was thought to be the only major technological barrier for the explosion of this specific market niche. We showed quite a few more…