3d object manipulation in a single photograph using stock 3d models

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3D OBJECT MANIPULATION IN A SINGLE PHOTOGRAPH USING STOCK 3D MODELS

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3D Object Manipulation in a Single Photograph using Stock 3D Models. Overview. Video: http://www.cs.cmu.edu/~ nkholgad/video/video.mp4 Key idea: 3D manipulation in 2D photograph - beyond Photoshop. Essentially a data-driven interactive single image modeling problem. Pipeline. - PowerPoint PPT Presentation

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Page 1: 3D Object Manipulation in a Single Photograph using Stock 3D Models

3D OBJECT MANIPULATION IN A SINGLE PHOTOGRAPH USING STOCK 3D MODELS

Page 2: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Overview• Video: http://www.cs.cmu.edu/~nkholgad/video/video.mp4

• Key idea: 3D manipulation in 2D photograph - beyond Photoshop.

• Essentially a data-driven interactive single image modeling problem.

Page 3: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Pipeline

Page 4: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Geometric Correction – Data term

Page 5: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Geometric Correction - Smoothness

Page 6: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Geometric Correction - Symmetry

Page 7: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Geometric Correction - Optmization

Page 8: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Illumination and Appearance Estimation

• Lambertian Surface

Page 9: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Illumination and Appearance Estimation

• Light model

Page 10: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Illumination&Appearance - Objective function

Page 11: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Illumination&Appearance - Data term

Page 12: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Illumination&Appearance – Illumination Prior• Sparse light sources

Page 13: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Illumination&Appearance – Appearance Prior

• Appearance similar to the stock model

Page 14: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Relating Hidden & Visible Parts via Symmetries

• Relating Hidden & Visible Parts via Symmetries• Completing Appearance via MRF

Page 15: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Relating Hidden & Visible Parts via Symmetries

Page 16: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Completing Appearance via MRF

Page 17: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Results

Page 18: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Results

Page 19: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Results - Comparisons

Page 20: 3D Object Manipulation in a Single Photograph using Stock 3D Models

Results - Comparisons