2 code implementations • 21 Jan 2024 • Jawook Gu, Kihyun You, Han-Cheol Cho, Jiho Kim, 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.
no code implementations • 23 Mar 2023 • Han-Cheol Cho, Won Young Jhoo, Wooyoung Kang, Byungseok Roh
Recent open-vocabulary detection methods aim to detect novel objects by distilling knowledge from vision-language models (VLMs) trained on a vast amount of image-text pairs.
no code implementations • 10 Mar 2022 • Seonghyeon Kim, Seung Shin, Yoonsik Kim, Han-Cheol Cho, Taeho Kil, Jaeheung Surh, Seunghyun Park, Bado Lee, Youngmin Baek
Since only a single point is required to recognize the text, the proposed method enables text spotting without an arbitrarily-shaped detector or bounding polygon annotations.
Ranked #7 on
Text Spotting
on Total-Text
no code implementations • 21 Nov 2021 • Yunsung Lee, Teakgyu Hong, Han-Cheol Cho, Junbum Cha, Seungryong Kim
Compared to previous works, our method shows better or comparable performance on dense prediction fine-tuning tasks.
1 code implementation • 20 Jul 2021 • Moonbin Yim, Yoonsik Kim, Han-Cheol Cho, Sungrae Park
For successful scene text recognition (STR) models, synthetic text image generators have alleviated the lack of annotated text images from the real world.
4 code implementations • NeurIPS 2021 • Junbum Cha, Sanghyuk Chun, Kyungjae Lee, Han-Cheol Cho, Seunghyun Park, Yunsung Lee, Sungrae Park
Domain generalization (DG) methods aim to achieve generalizability to an unseen target domain by using only training data from the source domains.
Ranked #25 on
Domain Generalization
on TerraIncognita
no code implementations • 5 Feb 2020 • Byungseok Roh, Han-Cheol Cho, Myung-Ho Ju, Soon Hyung Pyo
Recent advances in deep learning have enabled complex real-world use cases comprised of multiple vision tasks and detection tasks are being shifted to the edge side as a pre-processing step of the entire workload.