Patents by Inventor Chung-Yueh Liu

Chung-Yueh Liu has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • METHOD FOR TRAINING A NEURAL NETWORK WITH FLEXIBLE FEATURE COMPRESSION CAPABILITY, AND NEURAL NETWORK SYSTEM WITH FLEXIBLE FEATURE COMPRESSION CAPABILITY
    Publication number: 20230385647
    Abstract: A neural network is provided to include a layer that has a weight set. The neural network is trained based on a first compression quality level, where the weight set and a first set of batch normalization coefficients are used in said layer, so the weight set and the first set of batch normalization coefficients are trained with respect to the first compression quality level. Then, the neural network is trained based on a second compression quality level, where the weight set that has been trained with respect to the first compression quality level and a second set of batch normalization coefficients are used in said layer, so the weight set is trained with respect to both of the first and second compression quality levels, and the second set of batch normalization coefficients is trained with respect to the second compression quality level.
    Type: Application
    Filed: May 24, 2023
    Publication date: November 30, 2023
    Applicant: National Tsing Hua University
    Inventors: Chung-Yueh Liu, Yu-Chih Tsai, Ren-Shuo Liu