Invention Grant
- Patent Title: Method and apparatus for training gaze tracking model, and method and apparatus for gaze tracking
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Application No.: US17323827Application Date: 2021-05-18
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Publication No.: US11797084B2Publication Date: 2023-10-24
- Inventor: Zheng Zhou , Xing Ji , Yitong Wang , Xiaolong Zhu , Min Luo
- Applicant: Tencent Technology (Shenzhen) Company Limited
- Applicant Address: CN Shenzhen
- Assignee: TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED
- Current Assignee: TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED
- Current Assignee Address: CN Shenzhen
- Agency: Morgan, Lewis & Bockius LLP
- Priority: CN 1910338224.6 2019.04.24
- Main IPC: G06F3/01
- IPC: G06F3/01 ; G06K9/62 ; G06T5/00 ; G06V10/82 ; G06V40/00 ; G06V40/18 ; G06F18/214 ; G06V40/19 ; G06F18/241

Abstract:
This application discloses a method for training a gaze tracking model, including: obtaining a training sample set; processing the eye sample images in the training sample set by using an initial gaze tracking model to obtain a predicted gaze vector of each eye sample image; determining a model loss according to a cosine distance between the predicted gaze vector and the labeled gaze vector for each eye sample image; and iteratively adjusting one or more reference parameters of the initial gaze tracking model until the model loss meets a convergence condition, to obtain a target gaze tracking model. According to the solution provided in this application, a gaze tracking procedure is simplified, a difference between a predicted value and a labeled value can be better represented by using the cosine distance as a model loss to train a model, to improve prediction accuracy of the gaze tracking model.
Public/Granted literature
- US20210271321A1 METHOD AND APPARATUS FOR TRAINING GAZE TRACKING MODEL, AND METHOD AND APPARATUS FOR GAZE TRACKING Public/Granted day:2021-09-02
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