OBJECT RECOGNITION WITH OCCURENCE HISTOGRAMS

Patent №

US 6,532,301

Granted

2003-03-11

Filed 1999

Owner

MICROSOFT CORPORATION

AI components

2

vision · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09336280

This invention is directed toward an object recognition system and process that identifies the location of a modeled object in a search image. This involves first capturing model images of the object whose location is to be identified in the search image. A co-occurrence histogram (CH) is then computed for each model images. A model image CH is computed by generating counts of every pair of pixels whose pixels exhibit colors that fall within the same combination of a series of pixel color ranges and which are separated by a distance falling within the same one of a series of distance ranges. Next, a series of search windows, of a prescribed size, are generated from overlapping portions of the search image. A CH is also computed for each of these search windows using the pixel color and distance ranges established for the model image CHs. A comparison between each model image CH and each search window CH is conducted to assess their similarity. A search window that is associated with a search window CH having a degree of similarity to one of the model image CHs which exceeds a prescribed search threshold is designated as potentially containing the object being sought. This designation can be presumed final, or further refined. This system and process requires that the size of the search window, color ranges and distance ranges be chosen ahead of time. The choice of these parameters can be optimized via a false alarm analysis.

VisionPlanningG06V 10/40G06V 10/42

AI classification

Vision1.00
Planning0.93
Evolutionary computation0.47
Machine learning0.33
Knowledge representation0.24
Natural language0.14
AI hardware0.01
Speech0.00

Ownership

MICROSOFT CORPORATION

assignment · 101500758

Assignors

KRUMM, JOHN

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

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