Jia-Bin Huang

Title: The Innovations of Jia-Bin Huang

Introduction

Jia-Bin Huang is a prominent inventor based in Blacksburg, VA (US). He has made significant contributions to the field of technology, particularly in the areas of neural networks and video depth estimation. With a total of 3 patents, his work continues to influence advancements in machine learning and computer vision.

Latest Patents

One of Jia-Bin Huang's latest patents is titled "Learning Neural Light Fields with Ray-Space Embedding Networks." This invention involves a computing system that accesses a set of training images to train a neural light field network for view synthesis. The system casts rays into a three-dimensional space for each pixel of the training image, transforming ray coordinates through an embedding network to generate predicted color values for pixels. This process includes comparing predicted values with ground-truth values to update the neural network.

Another notable patent is "Robust Consistent Video Depth Estimation." In this invention, a computing system receives a video comprising multiple image frames and generates initial depth maps using a machine-learning model. The system computes misalignment errors in these depth maps and generates optimized camera poses to minimize these errors. Ultimately, it refines the depth maps by adjusting them based on flexible deformation splines associated with each image frame.

Career Highlights

Jia-Bin Huang has worked with leading companies in the tech industry, including Meta Platforms, Inc. and Meta Platforms Technologies, LLC. His experience in these organizations has allowed him to collaborate on cutting-edge projects that push the boundaries of technology.

Collaborations

Some of his notable coworkers include Johannes Peter Kopf and Changil Kim. Their collaborative efforts have contributed to the success of various projects and innovations in the field.

Conclusion

Jia-Bin Huang's contributions to technology through his patents and collaborations highlight his role as a leading inventor in the field. His work continues to pave the way for advancements in neural networks and video processing technologies.