IMAGE SEGMENTATION USING TEXT EMBEDDING

Patent №

US 11,615,567

Granted

2023-03-28

Filed 2020

Owner

ADOBE INC.

Lab

AI components

5

ml · nlp · vision · speech · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16952008

A non-transitory computer-readable medium includes program code that is stored thereon. The program code is executable by one or more processing devices for performing operations including generating, by a model that includes trainable components, a learned image representation of a target image. The operations further include generating, by a text embedding model, a text embedding of a text query. The text embedding and the learned image representation of the target image are in a same embedding space. Additionally, the operations include generating a class activation map of the target image by, at least, convolving the learned image representation of the target image with the text embedding of the text query. Moreover, the operations include generating an object-segmented image using the class activation map of the target image.

Machine learningNatural languageVisionSpeechAI hardwareG06T 11/60G06T 7/11G06T 7/162G06V 10/26G06V 10/454G06V 10/82G06V 20/60G06T 2207/20081+1 more

AI classification

Vision1.00
Natural language1.00
Machine learning1.00
AI hardware1.00
Speech1.00
Knowledge representation0.19
Planning0.01
Evolutionary computation0.00

Ownership

ADOBE INC.

assignment · 544120858

Assignors

HARIKUMAR, MIDHUN, LIN, ZHE, AGGARWAL, PRANAV, FAIETA, BALDO, KALE, AJINKYA

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

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