Company Filing History:
Years Active: 2022-2024
Title: Innovations by Inventor Sai MarapaReddy
Introduction
Sai MarapaReddy is an accomplished inventor based in Newark, CA (US). He has made significant contributions to the field of manufacturing defect classification through his innovative patents. With a total of 4 patents, MarapaReddy continues to push the boundaries of technology.
Latest Patents
One of his latest patents is focused on image-based defects identification and semi-supervised localization. This system for manufacturing defect classification includes a first neural network that receives initial data as input and generates a first output. A second neural network also receives a different set of data as input and produces a second output. Notably, these two neural networks are trained independently, and a fusion neural network combines their outputs to generate a classification. This innovative approach allows for the use of various types of data collected during manufacturing for effective defect classification.
Another significant patent involves fusion model training using distance metrics. This method and system control the performance of a fusion model by obtaining candidate models for the first and second neural networks. Each model is pre-trained with different sources. The process includes determining a model distance for each pairing of candidate models and selecting a subset based on this distance. This enables the combination of the two neural networks to generate branches for a fusion model neural network.
Career Highlights
Sai MarapaReddy is currently employed at Samsung Display Co., Ltd., where he applies his expertise in neural networks and manufacturing processes. His work has been instrumental in advancing the capabilities of defect classification systems.
Collaborations
Throughout his career, MarapaReddy has collaborated with talented individuals such as Janghwan Lee and Shuhui Qu. These collaborations have further enriched his innovative projects and contributed to the success of his patents.
Conclusion
In summary, Sai MarapaReddy is a notable inventor whose work in manufacturing defect classification has led to several impactful patents. His innovative approaches and collaborations continue to shape the future of technology in this field.