Company Filing History:
Years Active: 2021-2025
Title: Prateek Singhal: Innovator in Scene Understanding and Object Recognition
Introduction
Prateek Singhal is a prominent inventor based in Mountain View, California. He has made significant contributions to the fields of scene understanding and object recognition, holding a total of 16 patents. His work focuses on enhancing cross-reality systems and improving neural network training methodologies.
Latest Patents
One of Prateek's latest patents is titled "Scene understanding using occupancy grids." This patent describes a method for recognizing objects in a physical environment model generated from images. The process involves fitting a bounding box around each object and generating an occupancy grid within that box. Each cell in the grid is assigned a value based on whether it contains a portion of the object, ultimately creating an object representation that can be sent to various devices.
Another notable patent is "Object recognition neural network training using multiple data sources." This invention outlines methods for training an object recognition neural network by utilizing images from multiple sources. The process includes applying contrast equalization to training images and updating the neural network parameters based on the determined loss from the object recognition outputs.
Career Highlights
Prateek Singhal is currently employed at Magic Leap, Inc., where he continues to innovate in the realm of augmented and virtual reality technologies. His expertise in scene understanding and neural networks has positioned him as a key player in the development of advanced cross-reality systems.
Collaborations
Prateek has collaborated with talented individuals such as Anush Mohan and Ashwin Swaminathan, contributing to a dynamic work environment that fosters innovation and creativity.
Conclusion
Prateek Singhal's contributions to scene understanding and object recognition are paving the way for advancements in cross-reality systems. His innovative patents and collaborative efforts highlight his significant role in the technology landscape.
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