This inventor holds 1 USPTO granted patent. Top assignee: Pathai, Inc.. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: John Abel - Innovator in Pathology Image Validation
Introduction
John Abel is a notable inventor based in Boston, MA (US). He has made significant contributions to the field of pathology through his innovative work. His expertise lies in developing systems and methods that enhance the validation of models trained on annotated pathology images.
Latest Patents
John Abel holds a patent for "Systems and methods for frame-based validation." This patent describes systems and methods that provide for validating the performance of a model trained on a plurality of annotated pathology images. In this process, frames are sampled from one or more pathology images, with each frame representing a distinct portion of the image. Reference annotations on these frames are received from multiple users, detailing various tissue or cellular characteristic categories. The trained model processes these frames to generate predictions, which are then validated by comparing them with the reference annotations provided by users.
Career Highlights
John Abel has made a significant impact in the field of pathology through his work at Pathai, Inc. His innovative approach to model validation has the potential to improve diagnostic accuracy and efficiency in pathology.
Collaborations
John collaborates with Hunter L Elliott, contributing to advancements in their field.
Conclusion
John Abel's work in developing systems for validating pathology models showcases his commitment to innovation in medical technology. His contributions are paving the way for improved diagnostic practices in pathology.