1 code implementation • 21 Jan 2024 • Jawook Gu, Han-Cheol Cho, Jiho Kim, Kihyun You, Eun Kyoung Hong, Byungseok Roh
Moreover, models using expert-annotated data are limited by data scarcity and pre-defined classes, impacting their performance, flexibility and scalability.
1 code implementation • 20 Oct 2023 • Kihyun You, Jawook Gu, Jiyeon Ham, Beomhee Park, Jiho Kim, Eun Kyoung Hong, Woonhyunk Baek, Byungseok Roh
In this paper, we tackle the lack of image-text data in chest X-ray by expanding image-label pair as image-text pair via general prompt and utilizing multiple images and multiple sections in a radiologic report.
no code implementations • 9 Sep 2020 • Wonpyo Park, Wonjae Kim, Kihyun You, Minsu Cho
Mutual learning is an ensemble training strategy to improve generalization by transferring individual knowledge to each other while simultaneously training multiple models.
no code implementations • 25 Nov 2019 • Ilchae Jung, Kihyun You, Hyeonwoo Noh, Minsu Cho, Bohyung Han
We propose a novel meta-learning framework for real-time object tracking with efficient model adaptation and channel pruning.