Utilizing visual and textual aspects of images with recommendation systems

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United States of America Patent

PATENT NO 12008331
APP PUB NO 20230206010A1
SERIAL NO

17560436

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Abstract

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Described herein are systems and methods for generating an embedding—a learned representation—for an image. The embedding for the image is derived to capture visual aspects, as well as textual aspects, of the image. An encoder-decoder is trained to generate the visual representation of the image. An optical character recognition (OCR) algorithm is used to identify text/words in the image. From these words, an embedding is derived by performing an average pooling operation on pre-trained embeddings that map to the identified words. Finally, the embedding representing the visual aspects of the image is combined with the embedding representing the textual aspects of the image to generate a final embedding for the image.

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Patent Owner(s)

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MICROSOFT TECHNOLOGY LICENSING LLCONE MICROSOFT WAY REDMOND WA 98052

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Gupta, Aman San Jose, US 36 59
Gupta, Nikita Delhi, IN 6 196
Gupta, Vipin Bangalore, IN 33 275
Jain, Bharat Kumar Hyderabad, IN 3 1
Kafle, Sirjan San Diego, US 1 1
Kataria, Saurabh Newark, US 27 345
Luan, Xun Sunnyvale, US 4 5
Patel, Bhargavkumar Kanubhai Gujarat, IN 2 2
Sankar, Ananth Palo Alto, US 19 750
Verma, Sakshi Haryana, IN 4 7
Wen, Di Sunnyvale, US 11 66
Xia, Xue Los Angeles, US 6 7
Xuan, Ying Sunnyvale, US 10 44

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