OPTIMIZING PIXEL LABELS FOR COMPUTER VISION APPLICATIONS

Patent №

US 8,041,114

Granted

2011-10-18

Filed 2007

Owner

MICROSOFT CORPORATION

AI components

5

ml · vision · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11764002

Computer vision applications often require each pixel within an image to be assigned one of a set of labels. A method of improving the labels assigned to pixels is described which uses the quadratic pseudoboolean optimization (QPBO) algorithm. Starting with a partially labeled solution, an unlabeled pixel is assigned a value from a fully labeled reference solution and the energy of the partially labeled solution plus this additional pixel is calculated. The calculated energy is then used to generate a revised partially labeled solution using QPBO.

AI classification

Vision1.00
Machine learning1.00
Evolutionary computation1.00
Planning1.00
AI hardware0.99
Natural language0.01
Knowledge representation0.00
Speech0.00

Ownership

MICROSOFT CORPORATION

assignment · 196560905

Assignors

ROTHER, CARSTEN, LEMPITSKY, VICTOR, KOLMOGOROV, VLADIMIR

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

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