METHOD AND SYSTEM FOR PERFORMING VISION TASK USING PRE-TRAINED VISION-LANGUAGE TRANSFORMER
案件概要
出願人
LG MANAGEMENT DEVELOPMENT INSTITUTE CO., LTD.
発明者
Seung Hwan KIM; Jin Hyung KIM; Bum Soo KIM; Yeon Sik JO
IPC分類
CPC分類
The present disclosure relates to a method and a system for promptly training a simplified vision-language transformer, in which large uncurated datasets are augmented (e.g., through image enlargement and/or masking, etc.) and vision-language transformers are pre-trained by reflecting, through a knowledge distillation framework, misaligned information between an augmented image and text upon the augmentation, thereby reducing both the necessary size of the utilized data set and data processing overhead.
原文(中国語)
The present disclosure relates to a method and a system for promptly training a simplified vision-language transformer, in which large uncurated datasets are augmented (e.g., through image enlargement and/or masking, etc.) and vision-language transformers are pre-trained by reflecting, through a knowledge distillation framework, misaligned information between an augmented image and text upon the augmentation, thereby reducing both the necessary size of the utilized data set and data processing overhead.
外部リソース