Company Filing History:
Years Active: 2025
Title: Innovations of Ning Yu in Three-Dimensional Understanding
Introduction
Ning Yu is an accomplished inventor based in Palo Alto, CA, known for his contributions to the field of three-dimensional (3D) understanding models. With a total of 5 patents, he has made significant strides in the development of systems and methods that enhance the capabilities of neural networks in processing 3D data.
Latest Patents
Ning Yu's latest patents include innovative methods for multimodal pretraining for 3D understanding models. This patent describes a method of training a neural network-based 3D encoder by generating a training dataset from a 3D model. The process involves using an image generator to create two-dimensional images from various viewpoints and employing a language model to generate corresponding text descriptions. The training dataset is then utilized to train the neural network encoder effectively.
Another notable patent focuses on attention mechanisms in 3D object detection. This system is designed to process 3D point data and includes a neural network model with an encoder and decoder. The operations performed by the system involve encoding coordinates into point features, sampling features, and generating attention weights to predict bounding boxes for objects within the spatial data.
Career Highlights
Ning Yu is currently employed at Salesforce, Inc., where he applies his expertise in machine learning and 3D modeling. His work at Salesforce has positioned him as a key player in advancing the company's capabilities in artificial intelligence and data processing.
Collaborations
Ning collaborates with talented individuals such as Juan Carlos Niebles Duque and Ran Xu, who contribute to the innovative projects he undertakes. Their combined efforts enhance the research and development of cutting-edge technologies in the field.
Conclusion
Ning Yu's contributions to the field of three-dimensional understanding through his patents and work at Salesforce, Inc. highlight his role as a leading inventor in this innovative domain. His advancements in neural network training and object detection systems are paving the way for future developments in artificial intelligence.