Linear Blend Skinning Weight Optimization Utilizing Skeletal Pose Sampling

Patent №

US 10,061,871

Granted

2018-08-28

Filed 2015

Owner

TECHNISCHE UNIVERSITEIT DELFT

Lab

AI components

3

ml · vision · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14809458

A novel and useful mechanism for the skinning of 3D meshes with reference to a skeleton utilizing statistical weight optimization techniques. The mechanism comprises (1) an efficient high quality linear blend skinning (LBS) technique based on a set of skeleton deformations sampled from the manipulation space; (2) a joint placement algorithm to optimize the input skeleton; and (3) a set of tools for a user to interactively control the skinning process. Statistical skinning weight maps are computed using an as-rigid-as-possible (ARAP) optimization. The method operates with a coarsely placed initial skeleton and optimizes joint placements to improve the skeleton's alignment. Bones may also be parameterized incorporating twists, bends, stretches and spines. Several tools add additional constraints to resolve ambiguous situations and interactive feedback aids users.

Machine learningVisionPlanningG06T 13/40G06F 17/10G06F 30/00G06F 30/17G06T 19/20G06F 2111/04G06T 2219/2021

AI classification

Vision1.00
Machine learning1.00
Planning0.91
Knowledge representation0.11
Evolutionary computation0.09
AI hardware0.04
Speech0.00
Natural language0.00

Ownership

TECHNISCHE UNIVERSITEIT DELFT

assignment · 361830050

Assignors

EISEMANN, ELMAR, THIERY, JEAN-MARC CHRISTIAN MARIE

On an employer assignment, the assignors are typically the inventors.

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