US 12,039,016 B2
Method and apparatus for generating training data to train student model using teacher model
Dokwan Oh, Hwaseong-si (KR); and Yoonsuk Hyun, Suwon-si (KR)
Assigned to Samsung Electronics Co., Ltd., Suwon-si (KR)
Filed by Samsung Electronics Co., Ltd., Suwon-si (KR)
Filed on Mar. 23, 2018, as Appl. No. 15/933,609.
Claims priority of application No. 10-2017-0096902 (KR), filed on Jul. 31, 2017.
Prior Publication US 2019/0034764 A1, Jan. 31, 2019
Int. Cl. G06F 21/31 (2013.01); G06F 18/21 (2023.01); G06F 18/214 (2023.01); G06F 18/2415 (2023.01); G06N 3/045 (2023.01); G06N 3/08 (2023.01); G06N 7/01 (2023.01); G06V 10/764 (2022.01); G06V 10/778 (2022.01); G06V 20/00 (2022.01)
CPC G06F 21/31 (2013.01) [G06F 18/2148 (2023.01); G06F 18/2178 (2023.01); G06F 18/2415 (2023.01); G06N 3/045 (2023.01); G06N 3/08 (2013.01); G06N 7/01 (2023.01); G06V 10/764 (2022.01); G06V 10/7784 (2022.01); G06V 20/00 (2022.01)] 18 Claims
OG exemplary drawing
 
1. A method of generating training data, the method comprising:
inputting input data to a teacher model and acquiring from the teacher model a label value of the input data, the label value comprising a probability of the input data predicted by the teacher model;
classifying the label value into one of a plurality of intervals based on comparing the label value to one or more threshold probabilities, wherein the intervals comprise an interval less than a second threshold probability, an interval greater than or equal to the second threshold probability and less than a first threshold probability, and an interval greater than or equal to the first threshold probability, wherein the first threshold probability is greater than the second threshold probability; and
generating training data for training a student model corresponding to the teacher model based on combining the input data and an identifier of the corresponding interval of the plurality of intervals.