Invention Publication
- Patent Title: METHOD AND DEVICE WITH AUTOMATIC LABELING
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Application No.: US18351100Application Date: 2023-07-12
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Publication No.: US20240161007A1Publication Date: 2024-05-16
- Inventor: Heewon KIM , Hyun Sung CHANG , Jaeyun LEE , Kiho CHO
- Applicant: SAMSUNG ELECTRONICS CO., LTD.
- Applicant Address: KR Suwon-si
- Assignee: SAMSUNG ELECTRONICS CO., LTD.
- Current Assignee: SAMSUNG ELECTRONICS CO., LTD.
- Current Assignee Address: KR Suwon-si
- Priority: KR 20220145743 2022.11.04
- Main IPC: G06N20/00
- IPC: G06N20/00

Abstract:
A processor-implemented method includes training a first model to predict confidences of labels for data samples in a training dataset, including using a corrected data sample obtained by correcting an incorrect label based on a corresponding confidence detected by the first model and an estimated corrected label generated by a second model; training the second model to estimate correct labels for the data samples, including estimating a correct other label corresponding to another incorrect label detected based on a corresponding confidence generated by the first model with respect to the other incorrect label; and automatically correcting the other incorrect label with the estimated correct other label.
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