US 2025/0139708 A1 · SYSTEMS AND METHODS FOR AUTOMATED DATA PROCESSING USING MACHINE LEARNING FOR VEHICLE LOSS DETECTION

Abstract

A data processing system comprising: inputting a tiled image of a vehicle including four different angle views of the vehicle combined into a single image to a first machine learning model (e.g. CNN), the model trained based on historical image data to predict a first likelihood of total loss vehicle; inputting a multi-fusion of images each into a second set of machine learning models; the multi-fusion of images including a set of separate and distinct images for each of the views input separately into the second set of machine learning models, and extracting features to predict a second likelihood of total loss vehicle; inputting tabular data relating to the vehicle into a third machine learning model to predict a third likelihood of total loss vehicle for the vehicle; and aggregating the first, second and third likelihood of total loss vehicle to determine the overall likelihood of total loss.

Claims21

Dependent claims

A computer system for processing a plurality of digital images, the computer system comprising:

a processor;
a non-transient computer-readable medium comprising instructions that, when executed by the processor, cause the processor to:
process each of the plurality of digital images to crop a respective image based on a determined location of a vehicle and a surrounding bounding box;
generate a tiled image of the vehicle based on a set of the cropped images;
process the generated tiled image to extract a first set of image features;
extract a second set of image features from the set of cropped images, wherein each image in the set of cropped images are processed with a respective machine learning model based on a determined angle of the vehicle in a respective cropped image;
and
determine, based on extracting the first and second set of image features, a likelihood of total loss for the vehicle shown in the cropped images.

5 more elements

Dependencies are inferred from the claim text.

Systems and methods for automated data processing using machine learning for vehicle loss detection

Life of this patent

Systems and methods for automated data processing using machine learning for vehicle loss detection

Life of this patent

Abstract

Claims21