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Project Proposal Video-based Cloth Parameter Estimation Zhen Wei

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Page 1: Proposal - Computer Science · Project Proposal Video-based Cloth Parameter Estimation Zhen Wei. Background & Motivation • Cloth Simulation • Realism in CG scenes Fashion industry,

Project ProposalVideo-based Cloth Parameter Estimation

Zhen Wei

Page 2: Proposal - Computer Science · Project Proposal Video-based Cloth Parameter Estimation Zhen Wei. Background & Motivation • Cloth Simulation • Realism in CG scenes Fashion industry,

Background & Motivation• Cloth Simulation

• Realism in CG scenes Fashion industry, Virtual try-on

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Page 3: Proposal - Computer Science · Project Proposal Video-based Cloth Parameter Estimation Zhen Wei. Background & Motivation • Cloth Simulation • Realism in CG scenes Fashion industry,

GoalVideo-based Cloth Parameter Estimation

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Bhat, Kiran S., et al. "Estimating cloth simulation parameters from video." Proceedings of the 2003 ACM SIGGRAPH/Eurographics symposium on Computer animation. Eurographics Association, 2003.

Machine-Learning-Based Cloth Material Retrieval in Real-Life Videos

Page 4: Proposal - Computer Science · Project Proposal Video-based Cloth Parameter Estimation Zhen Wei. Background & Motivation • Cloth Simulation • Realism in CG scenes Fashion industry,

Goal

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๏not only considering material

๏Cloth movement vs. Garment movement

๏Human motion

Video-based Cloth Parameter Estimation

Page 5: Proposal - Computer Science · Project Proposal Video-based Cloth Parameter Estimation Zhen Wei. Background & Motivation • Cloth Simulation • Realism in CG scenes Fashion industry,

Milestone๏ Machine-Learning-Based Cloth

Material Retrieval in Real-Life Videos: ‣ Oct.: Collect real-life cloth moving videos. 

Have a sample of it ready ‣ Oct.: Write an optical flow algorithm for

generating features of real-life videos ‣ Oct.: Run testing on the real-life videos

๏ Extension: Garment movement: ‣ Nov.: Generate synthetic dataset for

garment movement ‣ Nov.-Dec.: Do clustering on the motion

subspace for the garment movement ‣ Dec.: Testing and Comparison

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Mid-term Milestone

Final-term Milestone

Page 6: Proposal - Computer Science · Project Proposal Video-based Cloth Parameter Estimation Zhen Wei. Background & Motivation • Cloth Simulation • Realism in CG scenes Fashion industry,

Thank you.

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