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US Patent 11599749 Method of and system for explainable knowledge-based visual question answering

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Is a
Patent
Patent

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11599749
Date of Patent
March 7, 2023
Patent Application Number
17130599
Date Filed
December 22, 2020
Patent Citations
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US Patent 11301725 Visual relationship detection method and system based on region-aware learning mechanisms
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US Patent 11361186 Visual relationship detection method and system based on adaptive clustering learning
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US Patent 10642891 Graph matching by sub-graph grouping and indexing
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US Patent 10665030 Visualizing natural language through 3D scenes in augmented reality
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US Patent 11120093 System and method for providing a content item based on computer vision processing of images
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US Patent 10140286 Optimized graph traversal
Patent Primary Examiner
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Michael S Osinski
CPC Code
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G06N 5/04
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G06N 3/0427
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G06N 3/0481
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G06N 3/084
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G06N 5/025
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G06N 5/02
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G06N 7/005
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G06V 10/40
...

A method and a system for generating an augmented scene graph of an image and for training an explainable knowledge based (KB) visual question answering (VQA) machine learning (ML) model are provided. A scene graph encoding spatial and semantic features of objects and relations between objects in the image is obtained. An augmented scene graph is generated by embedding a knowledge graph to enhance the scene graph. An embedded set of questions and associated answers related to the image are obtained. The KB VQA ML model is trained to provide an answer to a given question related to the image based on the augmented scene graph and the embedded set of questions and associated answers. The KB VQA ML model is trained to retrieve a subgraph linking the question and the associated answer as a potential explanation for the answer.

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