CLUSTER-TRAINED MACHINE LEARNING FOR IMAGE PROCESSING

Patent №

US 9,704,054

Granted

2017-07-11

Filed 2015

Owner

AMAZON TECHNOLOGIES, INC.

AI components

5

ml · nlp · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14870575

Image classification and related imaging tasks performed using machine learning tools may be accelerated by using one or more of such tools to associate an image with a cluster of such labels or categories, and then to select one of the labels or categories of the cluster as associated with the image. The clusters of labels or categories may comprise labels that are mutually confused for one another, e.g., two or more labels or categories that have been identified as associated with a single image. By defining clusters of labels or categories, and configuring a machine learning tool to associate an image with one of the clusters, processes for identifying labels or categories associated with images may be accelerated because computations associated with labels or categories not included in the cluster may be omitted.

Machine learningNatural languageVisionPlanningAI hardwareG06V 10/454G06F 18/23G06F 18/24G06F 18/24317G06V 10/762G06V 10/764

AI classification

Vision1.00
Machine learning1.00
AI hardware1.00
Planning0.96
Natural language0.91
Knowledge representation0.27
Speech0.01
Evolutionary computation0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 417700704

Assignors

TAPPEN, MARSHALL FRIEND, RAVICHANDRAN, AVINASH AGHORAM, BOYRAZ, HAKAN, LIU, BAOYUAN

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

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