18485923. FAILURE MODE ANALYSIS USING NATURAL LANGUAGE DESCRIPTORS (GE Precision Healthcare LLC)
FAILURE MODE ANALYSIS USING NATURAL LANGUAGE DESCRIPTORS
Organization Name
Inventor(s)
Rahul Venkataramani of Bangalore IN
FAILURE MODE ANALYSIS USING NATURAL LANGUAGE DESCRIPTORS
This abstract first appeared for US patent application 18485923 titled 'FAILURE MODE ANALYSIS USING NATURAL LANGUAGE DESCRIPTORS
Original Abstract Submitted
In one embodiment, a method is provided for determining one or more failure modes of a machine learning model. In accordance with certain such embodiments, one or more images are accessed or acquired from a first source. The one or more images are processed using a machine learning model. The machine learning model outputs one or more processed images. One or more failure cases of the machine learning model are detected in the one or more processed images. One or more respective images corresponding to the one or more failure cases are processed using a text description generating framework configured to generate one or more text descriptors for each image corresponding to a failure case. One or more failure modes of the machine learning model are determined based on the text descriptors generated for the images corresponding to the failure cases.