Company Filing History:
Years Active: 2022-2025
Title: The Innovative Contributions of Zichuan Liu
Introduction
Zichuan Liu is a prominent inventor based in San Jose, California. He has made significant contributions to the field of artificial intelligence and neural networks, holding a total of six patents. His work focuses on enhancing the efficiency and effectiveness of artificial neural networks through innovative methods.
Latest Patents
One of Liu's latest patents is titled "Efficient mixed-precision search for quantizers in artificial neural networks." This patent describes a method for performing an efficient mixed-precision search for an artificial neural network (ANN). The process involves training the ANN by sampling selected candidate quantizers from a bank of candidate quantizers and updating network parameters for subsequent iterations based on the outputs of the ANN's layers. The outputs are computed by processing quantized data with various operators, such as convolution. The quantizers are designed to converge to optimal bit-widths that minimize classification losses while adhering to complexity constraints.
Another notable patent is "Generating image mattes without trimap segmentations via a multi-branch neural network." This invention outlines methods, systems, and non-transitory computer-readable storage media for generating image mattes for detected objects in digital images without the need for trimap segmentation. The system employs a multi-branch neural network, where the first branch extracts a coarse semantic mask from a digital image. The second branch extracts a detail mask based on the coarse semantic mask, while the third branch fuses both masks to create an image matte. Additionally, a refinement neural network is utilized to enhance selected portions of the generated image matte.
Career Highlights
Zichuan Liu is currently employed at Adobe, Inc., where he continues to push the boundaries of technology and innovation. His work at Adobe has allowed him to collaborate with other talented individuals in the field, contributing to the advancement of artificial intelligence applications.
Collaborations
Some of Liu's notable coworkers include Xin Lu and Wentian Zhao. Their collaborative efforts have further enriched the innovative environment at Adobe, leading to groundbreaking advancements in technology.
Conclusion
Zichuan Liu's contributions to the field of artificial intelligence and neural networks are noteworthy. His innovative patents reflect a commitment to enhancing technology and improving efficiency in complex systems. Liu's work continues to inspire future advancements in the industry.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.