lighting-up geometry: accurate 3d modelling with a torch and a camera george vogiatzis, carlos...

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Lighting-up geometry: accurate 3D modelling with a torch and a camera rge Vogiatzis, Carlos Hernández, Roberto Cip University of Cambridge, Toshiba Research

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Page 1: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Lighting-up geometry: accurate 3D modelling with

a torch and a camera

George Vogiatzis, Carlos Hernández, Roberto CipollaUniversity of Cambridge, Toshiba Research

Page 2: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Our technique• Aquire high-res mesh from images taken

under changing camera position and illumination

• Changing illumination uncovers fine geometric detail

• Assumptions:– Lambertian surface,

isolated highlights– Single, distant light-source– Silhouettes of object can be

extracted

Page 3: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Image Acquisition Setup

Page 4: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

In a nutshell:In a nutshell:

• Estimate light direction in each image• With known light directions can estimate

surface normals n from pixel intensities i• Integrate normals to get geometry

n

il

Page 5: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

• Calibration object– Fully known geometry– Light can be estimated from intensity of all points

Light estimation

Page 6: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

• Visual hull

Light estimation

Page 7: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Light estimation• Virtual calibration object

– Partially known geometry– Light can be estimated from intensity of correct points

Page 8: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Surface Evolution: Deformable 3D Mesh

Evolve mesh until it is predicted appearance under recovered illumination matches images

Page 9: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Results

Page 10: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Results

Page 11: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Results

Page 12: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Results

Page 13: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Results

Page 14: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Results

Page 15: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Results

Page 16: Lighting-up geometry: accurate 3D modelling with a torch and a camera George Vogiatzis, Carlos Hernández, Roberto Cipolla University of Cambridge, Toshiba

Advantages

– Fully uncalibrated. Camera position and illumination are recovered from images alone

– Low cost, practical and efficient alternative to laser range scanning

– First image based method to obtain full 3D geometry of untextured objects