Zhiyu Cheng

Title: Innovations of Zhiyu Cheng

Introduction

Zhiyu Cheng is a prominent inventor based in Sunnyvale, California. He has made significant contributions to the field of technology, particularly in neural networks and video processing. With a total of nine patents to his name, Cheng's work reflects a commitment to advancing innovation in his areas of expertise.

Latest Patents

Zhiyu Cheng's latest patents include groundbreaking technologies such as "Tensor ring decomposition for neural networks." This invention presents various embodiments for tensor decomposition to compress neural network models. In one or more embodiments, one or more neural network layers from a neural network model are compressed using tensor ring (TR) decomposition. The TR-decomposed neural network utilizes fewer resources and can be more readily deployed on resource-constrained devices. With a smaller model size, during inference time, the compressed model runs faster than its original model and consumes less power. Furthermore, the TR-compressed model can achieve better performance in terms of stability and model accuracy compared to other tensor decomposition methods. Another notable patent is "Generating highlight video from video and text inputs." This invention presents systems, methods, and datasets for automatically and precisely generating highlight or summary videos of content. The inputs comprise a text of the key events in an activity and a video or videos of the activity. The output is a short video of the events in the text, which may include commentary and other audio that can also be automatically synthesized.

Career Highlights

Zhiyu Cheng has worked with notable companies such as Baidu USA LLC and Baidu.com Times Technology (Beijing) Co. Ltd. His experience in these organizations has allowed him to develop and refine his innovative ideas, contributing to the advancement of technology in significant ways.

Collaborations

Cheng has collaborated with talented individuals in his field, including Yingze Bao and Baopu Li. These collaborations have fostered an environment of creativity and innovation, leading to the development of impactful technologies.

Conclusion

Zhiyu Cheng's contributions to technology through his patents and collaborations highlight his role as a leading inventor in the field. His work continues to influence advancements in neural networks and video processing, showcasing the importance of innovation in today's technological landscape.