Abstract: A medical endoscope image recognition method is provided. In the method, endoscope images are received from a medical endoscope. The endoscope images are filtered with a neural network, to obtain target endoscope images. Organ information corresponding to the target endoscope images is recognized via the neural network. An imaging type of the target endoscope images is identified according to the corresponding organ information with a classification network. A lesion region in the target endoscope images is localized according to an organ part indicated by the organ information. A lesion category of the lesion region in an image capture mode of the medical endoscope corresponding to the imaging type is identified.

Abstract: Methods, systems, and computer program products manage timesheet data associated with multiple billing types. Embodiments of the present invention are unique in that each billing type is visually displayed as a separate database record when in actuality it is simply a pivoted representation of attributes on a single record. A method involves retrieving timesheet data associated with a specific timesheet. Each instance of the timesheet data associated with a date and multiple billing types are stored on a server as a single record. The method also involves pivoting the timesheet data to display as separate records the timesheet data associated with a date and multiple billing types. Each billing type associated with actual time entry is displayed and associated with one of the records as displayed. This combination of data storage and data display represents distinct improvements in levels of efficiency for both a timesheet user and a timesheet manager.

Abstract: Methods, systems, and computer program products retrieve data to automatically populate a timesheet dataset. A method involves creating a timesheet via a read of time phased data from a binary large object (BLOB) therein initializing a timesheet dataset, reading current assignments associated with the timesheet into the timesheet dataset, and preparing a timesheet line associated with the timesheet based on a single assignment for a timesheet user therein populating the timesheet dataset and enabling access to the timesheet dataset after compilation. The method also involves identifying days off associated with the timesheet user via a read of calendar data from a calendar BLOB and populating the days off identified to the timesheet dataset with an indicator that the days off are non-working days for the timesheet user.

Abstract: Methods, systems, and computer program products manage timesheet data associated with multiple billing types. Embodiments of the present invention are unique in that each billing type is visually displayed as a separate database record when in actuality it is simply a pivoted representation of attributes on a single record. A method involves retrieving timesheet data associated with a specific timesheet. Each instance of the timesheet data associated with a date and multiple billing types are stored on a server as a single record. The method also involves pivoting the timesheet data to display as separate records the timesheet data associated with a date and multiple billing types. Each billing type associated with actual time entry is displayed and associated with one of the records as displayed. This combination of data storage and data display represents distinct improvements in levels of efficiency for both a timesheet user and a timesheet manager.