Company Filing History:
Years Active: 2018-2021
Title: Paulo Mendonca: Innovator in Machine Learning and Image Processing
Introduction
Paulo Mendonca is a prominent inventor based in Seattle, WA (US). He has made significant contributions to the field of machine learning and image processing, holding a total of 3 patents. His work focuses on enhancing image quality and reconstruction techniques, which have applications in various industries.
Latest Patents
Mendonca's latest patents include the "DualPath Deep BackProjection Network for super-resolution." This invention describes techniques for machine learning-based image super-resolution, utilizing a Dual Path Deep Back Projection Network to enhance input images. The model is capable of performing image super-resolution, removing artifacts, and providing filtering or low light enhancement. It is trained using a dataset that includes original and enhanced images, employing both residual and dense connectivity patterns to improve the construction of high-resolution output images from low-resolution inputs. The enhanced images significantly increase classification accuracy for low-resolution input images.
Another notable patent is the "Self-supervised bootstrap for single image 3-D reconstruction." This invention outlines techniques for improving a 2D to 3D image reconstruction network machine learning model. It involves performing transformations of a 3D model to generate rotated 3D models, rendering these models as 2D images, and retraining the reconstruction network using corresponding pairs of rotated 3D models and rendered 2D images.
Career Highlights
Throughout his career, Mendonca has worked with leading technology companies, including Amazon Technologies, Inc. and A9.com, Inc. His experience in these organizations has allowed him to refine his skills and contribute to innovative projects in the field of machine learning and image processing.
Collaborations
Mendonca has collaborated with talented individuals such as Zhongwei Cheng and Yifan Xing. These partnerships have fostered a creative environment that has led to the development of groundbreaking technologies.
Conclusion
Paulo Mendonca is a distinguished inventor whose work in machine learning and image processing has made a significant impact on the industry. His innovative patents and collaborations highlight his commitment to advancing technology and improving image quality.