DEEP LEARNING IMAGE PROCESSING METHOD FOR DETERMINING VEHICLE DAMAGE

Patent №

US 11,610,074

Granted

2023-03-21

Filed 2020

Owner

STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16937318

In a computer-implemented method and associated tangible non-transitory computer-readable medium, an image of a damaged vehicle may be analyzed to generate a repair estimate. A dataset populated with digital images of damaged vehicles and associated claim data may be used to train a deep learning neural network to learn damaged vehicle image characteristics that are predictive of claim data characteristics, and a predictive similarity model may be generated. Using the predictive similarity model, one or more similarity scores may be generated for a digital image of a newly damaged vehicle, indicating its similarity to one or more digital images of damaged vehicles with known damage level, repair time, and/or repair cost. A repair estimate may be generated for the newly damaged vehicle based on the claim data associated with images that are most similar to the image of the newly damaged vehicle.

Machine learningVisionKnowledge representationPlanningAI hardwareG06Q 40/08G06F 16/583G06F 18/214G06F 18/22G06N 3/0464G06N 3/08G06N 3/09G06V 10/761+2 more

AI classification

Machine learning1.00
Vision1.00
Planning1.00
AI hardware0.99
Knowledge representation0.89
Natural language0.11
Evolutionary computation0.00
Speech0.00

Ownership

STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY

assignment · 540250517

Assignors

YANG, HE, SLIZ, BRADLEY A., CLYMER, CARLEE A., ANDRUS, JENNIFER MALIA

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

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