TRAINING PROCEDURE AND SYSTEM FOR ARTIFICIAL INTELLIGENCE INTENDED FOR THE ANALYSIS OF MAMMOGRAPHIC DATA FOR THE IDENTIFICATION OR EXCLUSION OF THE PRESENCE OF BREAST CANCER

Patent №

US 12,430,752

Granted

2025-09-30

Filed 2022

Owner

Aigea Medical S.R.L.

Lab

AI components

0

Assignment

None on record

Dataset

AIPD

Application

17582180

Training procedure for artificial intelligence for mammographic data analysis for breast cancer detection including acquiring mammographic data from a plurality of sources and including mammographic images, report texts relating to images, and structured data obtained from SIO, EMR, BI-RADS and MOM including at least metadata relating to part of the images, processing mammographic data through algorithms implementing a multimodal deep neural network (DNN) developing a mammographic data analysis model by performing learning based on sub-phases of first multi-label classification of each image implemented through a model with Encoder-Decoder architecture based on convolutional neural network (CNN) and/or Transformers, association of parts of report texts with images and/or parts of structured data, implemented through a model with Encoder-Decoder architecture based on a bidirectional long-term memory (Bi-LSTM) and/or Transformers, second multi-label classification of mammographic structured data implemented through a model with Encoder-Decoder architecture based on CNN and/or Transformers.

G06T 7/0012G16H 10/60G16H 15/00G16H 30/20G16H 30/40G06V 10/82G06V2201/03G06V 10/774+13 more

Ownership

Aigea Medical S.R.L.

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