Company Filing History:
Years Active: 2023-2025
Title: The Innovative Mind of Le Xue
Introduction
Le Xue is a prominent inventor based in Mountain View, CA (US). He has made significant contributions to the field of technology, particularly in the development of advanced neural network models. With a total of 5 patents to his name, Le Xue is recognized for his innovative approaches to three-dimensional understanding and recognition.
Latest Patents
Le Xue's latest patents include groundbreaking systems and methods for multimodal pretraining for three-dimensional understanding models. This patent describes a method of training a neural network-based three-dimensional (3D) encoder. The process involves generating a first plurality of samples from a training dataset using a first 3D model. An image generator with multi-view rendering creates a variety of two-dimensional (2D) images from different viewpoints of the 3D model. Additionally, a first language model generates corresponding texts for these images. The training dataset is then utilized to train the neural network-based 3D encoder effectively.
Another notable patent focuses on learning unified representations of language, image, and point cloud for three-dimensional recognition. This system trains a neural network-based 3D encoder for classification tasks. It involves receiving a training dataset that includes samples comprising images, texts, and point clouds. The pretrained vision and language model's image and text encoders generate representations, while the 3D encoder produces 3D representations. The parameters of the neural network are updated based on a computed loss objective, enhancing the model's performance.
Career Highlights
Le Xue is currently employed at Salesforce, Inc., where he continues to push the boundaries of technology. His work has significantly impacted the field of artificial intelligence and machine learning.
Collaborations
Le Xue collaborates with talented individuals such as Ran Xu and Caiming Xiong, contributing to innovative projects and research initiatives.
Conclusion
Le Xue's contributions to the field of technology through his patents and work at Salesforce, Inc. highlight his role as a leading inventor in the realm of neural networks and three-dimensional understanding. His innovative spirit continues to inspire advancements in artificial intelligence.