Wonmin Byeon

Title: Innovative Mind: The Patents of Wonmin Byeon

Introduction

Wonmin Byeon is a prominent inventor based in Santa Clara, CA, recognized for his significant contributions to the field of technology through his inventive pursuits. With a total of four patents, his work primarily focuses on autonomous systems and image processing, driving the advancement of machine learning applications.

Latest Patents

Among his latest innovations, one of the most notable patents is titled "Future object trajectory predictions for autonomous machine applications." This invention utilizes historical trajectory information to allow an ego-vehicle to predict the future locations and movements of objects within its environment. By encoding the state features of observed objects into a bi-directional long short-term memory (LSTM) network, it enhances the autonomous vehicle's ability to determine a path through complex environments.

Another remarkable patent is "Image processing using coupled segmentation and edge learning." This cutting-edge disclosure provides a framework that marries semantic segmentation with semantic edge detection. It introduces a learnable recurrent message passing layer, which uses semantic edges as gating signals to refine segmentation and enhance the accuracy of dense predictions. This method improves the quality of image processing by generating refined semantic feature maps from input images using a single convolutional neural network (CNN).

Career Highlights

Wonmin Byeon is currently employed at Nvidia Corporation, a leader in graphics processing and AI technology. His role at Nvidia enables him to work on advancements in machine learning and autonomous systems, positioning him at the forefront of technological innovation.

Collaborations

Throughout his career, he has collaborated with esteemed colleagues such as Jan Kautz and Iuri Frosio. Together, they contribute to groundbreaking projects that push the boundaries of artificial intelligence and machine learning in real-world applications.

Conclusion

With his innovative spirit and commitment to technological advancements, Wonmin Byeon continues to make a lasting impact in the fields of autonomous systems and image processing. His patents not only reflect his expertise and creativity but also pave the way for future innovations in the industry.