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公开(公告)号：US11734819B2
公开(公告)日：2023-08-22
申请号：US16934538
申请日：2020-07-21
Applicant: Merative US L.P.
Inventor： Aly Mohamed , Maria Victoria Sainz de Cea , David Richmond
IPC: G06T7/00 , G16H50/20 , G16H50/30 , G06F18/214
CPC classification number: G06T7/0012 , G06F18/214 , G16H50/20 , G16H50/30 , G06T2207/10116 , G06T2207/20081 , G06T2207/20084 , G06T2207/30068
Abstract: An AI system may receive an image. The AI system may include a first AI model trained using labeled training images including images from prior mammograms to predict cancer and a second AI model trained using labeled training images including images from current mammograms to classify mammogram images. The second AI model may be initialized using the weights of the first AI model using transfer learning. The AI system may receive a classification output indicating a likely current breast cancer diagnosis or a likelihood of the user to develop breast cancer in the future.
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公开(公告)号：US11830183B2
公开(公告)日：2023-11-28
申请号：US17011556
申请日：2020-09-03
Applicant: Merative US L.P.
Inventor： David Richmond , Amin Katouzian , Maria Victoria Sainz de Cea , Sun Young Park
CPC classification number: G06T7/0012 , G06F16/583 , G06N20/00 , G06V10/40 , G06T2207/20081
Abstract: A system, method, and computer program product for treatment planning are disclosed. The system includes at least one processing component, at least one memory component, a training module, a retrieval module, and a plan generator. The training module generates hash codes by hashing features from data sources with data source-specific hash functions, and generates superclass hash codes by hashing the generated hash codes with at least one superclass hash function. The retrieval module extracts features from case data, and locates features from the data sources that are similar to the extracted features. The plan generator calculates outcome probabilities for the case data based on known outcomes associated with the located features.
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