Patents by Inventor Hao-Ting LI

Hao-Ting LI 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).

  • Classification model building apparatus and classification model building method thereof
    Patent number: 11416717
    Abstract: A classification model building apparatus and a classification model building method thereof are provided. The classification model building apparatus introduces a clustering algorithm to assist in training a deep learning model for classification and takes a sum of a clustering loss function, a center concentration loss function and a classification loss function multiplied by different weights, respectively, as a total loss function for training the deep learning model. Based on the total loss function, the classification model building apparatus adjusts parameters of the deep learning model through a backpropagation algorithm to build a classification model.
    Type: Grant
    Filed: January 13, 2020
    Date of Patent: August 16, 2022
    Assignee: INSTITUTE FOR INFORMATION INDUSTRY
    Inventors: Chen-Kuo Chiang, Hao-Ting Li, Chih-Cheng Lin
  • CLASSIFICATION MODEL BUILDING APPARATUS AND CLASSIFICATION MODEL BUILDING METHOD THEREOF
    Publication number: 20210150284
    Abstract: A classification model building apparatus and a classification model building method thereof are provided. The classification model building apparatus introduces a clustering algorithm to assist in training a deep learning model for classification and takes a sum of a clustering loss function, a center concentration loss function and a classification loss function multiplied by different weights, respectively, as a total loss function for training the deep learning model. Based on the total loss function, the classification model building apparatus adjusts parameters of the deep learning model through a backpropagation algorithm to build a classification model.
    Type: Application
    Filed: January 13, 2020
    Publication date: May 20, 2021
    Inventors: Chen-Kuo CHIANG, Hao-Ting LI, Chih-Cheng LIN