This inventor holds 3 USPTO granted patents. Top assignee: National Technology & Engineering Solutions of Sandia, LLC. Active years: 2020-2024.
Company Filing History:
Years Active: 2020-2024
Title: John P. Korbin: Innovator in Digital Image Segmentation
Introduction
John P. Korbin is a notable inventor based in Albuquerque, NM (US). He has made significant contributions to the field of digital image processing, particularly in the area of image segmentation. With a total of 3 patents to his name, Korbin's work is at the forefront of technological advancements in neural networks.
Latest Patents
One of his latest patents is titled "Uncertainty-refined image segmentation under domain shift." This innovative method involves training a neural network for image segmentation using a labeled training dataset from a first domain. During training, a subset of nodes in the neural network is dropped out, allowing the network to receive image data from a second, different domain. For each image element, a vector of N values that sum to 1 is calculated, with each value representing an image segmentation class. A label is assigned to each image element based on the class with the highest value in the vector. The method also includes performing multiple inferences with active dropout layers for each image element, generating an uncertainty value for each. If an image element's uncertainty exceeds a predefined threshold, its label is replaced with a new label corresponding to the class with the next highest value.
Career Highlights
John P. Korbin is currently employed at National Technology & Engineering Solutions of Sandia, LLC. His work at this organization has allowed him to explore and develop advanced methodologies in image processing and neural networks. His innovative approaches have garnered attention in the field and contributed to the advancement of technology.
Collaborations
Some of his notable coworkers include Matthew David Smith and Carianne Martinez. Their collaborative efforts have further enhanced the research and development initiatives within their organization.
Conclusion
John P. Korbin is a distinguished inventor whose work in digital image segmentation is paving the way for future innovations in the field. His contributions are not only significant but also essential for the ongoing evolution of technology in image processing.