IDENTIFYING SENSITIVE EXPRESSIONS IN IMAGES FOR LANGUAGES WITH LARGE ALPHABETS

Patent №

US 8,699,796

Granted

2014-04-15

Filed 2008

Owner

TREND MICRO INCORPORATED

Lab

AI components

4

ml · nlp · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12268714

One embodiment relates to a method of identifying sensitive expressions in images for a language with a large alphabet. The method is performed using a computer and includes (i) extracting an image from a message, (ii) extracting image character-blocks (i.e. normalized pixel graphs) from the image, and (iii) predicting characters to which the character-blocks correspond using a multi-class learning model, wherein the multi-class learning model is trained using a derived list of sensitive characters which is a subset of the large alphabet. In addition, (iv) the characters may be combined into string text, and (v) the string text may be searched for matches with a predefined list of sensitive expressions. Another embodiment relates to a method of training a multi-class learning model so that the model predicts characters to which image character-blocks correspond. Other embodiments, aspects and features are also disclosed herein.

Machine learningNatural languageVisionAI hardwareG06V 30/18076G06F 18/2411G06F 18/24323G06F 40/174G06V 30/19173G06V 30/2268G06Q 10/107G06V 30/10

AI classification

Natural language1.00
Vision1.00
Machine learning1.00
AI hardware1.00
Knowledge representation0.22
Planning0.05
Speech0.05
Evolutionary computation0.00

Ownership

TREND MICRO INCORPORATED

assignment · 220060323

Assignors

DIAO, LILI, OLIVER, JONATHAN J.

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

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