Patent ID: 11935219
Assignee: ALLSTATE INSURANCE COMPANY
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. An intelligent prediction system comprising:
one or more processors;
one or more memory components communicatively coupled to the one or more processors; and
machine readable instructions stored in the one or more memory components that cause the intelligent prediction system to perform at least the following when executed by the one or more processors:

train a neural network model to analyze images of property damage to detect and predict property damage of a property, the neural network model during training configured to (1) switch between one or more synthetic images comprising pixel-based masked annotations of damaged property from a synthetic engine and one or more real images comprising bounding box annotations of damaged property from a real database, and (2) freeze inactive class training to prevent learning on one or more inactive classes comprising one or more pre-determined missing annotated labels in the one or more synthetic images, the one or more real images, or combinations thereof.