AUTOMATED LAYER EXTRACTION AND PIXEL ASSIGNMENT FROM IMAGE SEQUENCES

Patent №

US 6,668,080

Granted

2003-12-23

Filed 1999

Owner

MICROSOFT CORP.

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09399897

Automated layer extraction from 2D images making up a 3D scene, and automated image pixel assignment to layers, to provide for scene modeling, is disclosed. In one embodiment, a computer-implemented method determines a number of planes, or layers, and assigns pixels to the planes. The method can determine the number of planes by first determining the high-entropy pixels of the images, and then determining a 1-plane through a predetermined n-plane estimation, such as via a robust estimation, and a most likely x-plane estimation, where x is between 1 and n, such as via a Bayesian approach. Furthermore, the method can assign pixels via an iterative EM approach based on classifying criteria.

AI classification

Vision1.00
Machine learning1.00
Planning1.00
AI hardware1.00
Knowledge representation0.23
Speech0.00
Evolutionary computation0.00
Natural language0.00

Ownership

MICROSOFT CORP.

assignment · 104750102

Assignors

TORR, PHILIP H.S., ANANDAN, PADMANANBHAN, SZELISKI, RICHARD S.

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

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