Systems and user interfaces for enhancement of data utilized in machine-learning based medical image review

Non-transitory computer storage-media storing instructions that when executed by a system of one or more computers, cause the one or more computers to perform operations comprising:

• providing a visual concurrent display of a set of images of features, the features requiring classification by a reviewing user;
• providing a user interface enabling the reviewing user to assign classifications to the images, the user interface being configured to create, read, update, and/or delete classifications;
• and
• responsive to the user utilizing the user interface to indicate at least two images with a single classification, updating the at least two images to represent the single classification.

A system of one or more computers and non-transitory computer storage media storing instructions that when executed by the one or more computers, cause the one or more computers to perform operations comprising:

• providing a visual concurrent display of a set of images of features, the features requiring classification by a reviewing user;
• providing a user interface enabling the reviewing user to assign classifications to the images, the user interface being configured to create, read, update, and/or delete classifications;
• and
• responsive to the user utilizing the user interface to indicate at least two images with a single classification, updating the at least two images to represent the single classification.