dense 3d reconstruction with an uncalibrated stereo system using coded structured light ryo furukawa...

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Dense 3D reconstruction with an uncalibrated stereo s ystem using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University, Japan Hiroshi Kawasaki Faculty of Information Engineering, Saitama University, Japan Procams 2005

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Page 1: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Dense 3D reconstruction with an uncalibrated stereo system usin

g coded structured light

Ryo Furukawa Faculty of Information Sciences, Hiroshima City University, Japan

Hiroshi Kawasaki Faculty of Information Engineering,

Saitama University, Japan

Procams 2005

Page 2: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Objective

• Using CSL– High accuracy– Dense sampling

• Using normal camera and projector– Low cost

• Self-calibration– Moving devices freely

Self-calibrating stereo vision system based on CSL

Page 3: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Approaches

• Solving epipolar constraints directly with nonlinear optimization (Gauss-Newton method)– Estimated parameters:

• Extrinsic parameters+Focal Length of one of the devices(Camera/Projector)

• Resolving scaling ambiguity– Simultaneous reconstruction– Measuring scaling with laser beam

Page 4: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Epipolar constraints

• Epipolar constraint

)),,,((:),( fNfE iii qpt

ip ),( fi q

),,,(: t

Using as a minimizing function? i

i fE 2),(

Extrinsic parameter

),( fEi

Page 5: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Epipolar constraints• When estimating focal length of devices….

– Minimizing ends up

with BIASED estimation of

because effect of noise to the objective function

varies with

f

f

i

i fE 2),(

Page 6: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Epipolar constraints

ip ),( fi q

• Normalization of errors

),(, fDic ),(, fD

ip

i

i fE2),(

~ Minimize

f

fEfE

pci /

),(:),(

~

),(, fD ic ),(, fD ip

Bias of the estimation of is removed. f

Page 7: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Simultaneous reconstruction• Capture multiple scenes• 3D reconstruction simultaneously

Advantages– Consistent scaling– Improving result

• Redundant input

Page 8: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Results

Page 9: Dense 3D reconstruction with an uncalibrated stereo system using coded structured light Ryo Furukawa Faculty of Information Sciences, Hiroshima City University,

Live Demo

• We plan to do a live demo.

• Please come and look!