no code implementations • 28 Jan 2024 • Young-Jae Park, Minseok Seo, Doyi Kim, Hyeri Kim, Sanghoon Choi, Beomkyu Choi, Jeongwon Ryu, Sohee Son, Hae-Gon Jeon, Yeji Choi
Our model provides predictions at 6-hour intervals for up to 72 hours in advance and outperforms both state-of-the-art data-driven methods and numerical weather prediction models.
1 code implementation • 5 Dec 2023 • Donggeun Yoon, Minseok Seo, Doyi Kim, Yeji Choi, Donghyeon Cho
We also introduce and evaluate the Pacific Northwest Windstorm (PNW)-Typhoon weather satellite dataset to verify the effectiveness of DGDM in high-resolution regional forecasting.
no code implementations • 14 Jul 2023 • Minseok Seo, Youngtack Oh, Doyi Kim, Dongmin Kang, Yeji Choi
Driven by rapid climate change, the frequency and intensity of flood events are increasing.
no code implementations • 8 Mar 2023 • Minseok Seo, Yeji Choi, Hyungon Ry, Heesun Park, Hyungkun Bae, Hyesook Lee, Wanseok Seo
Although recent geostationary satellite resolution has improved, the long-term analysis of climate applications is limited to using multiple satellites from the past to the present due to the different resolutions.
1 code implementation • 6 Dec 2022 • Minseok Seo, Doyi Kim, Seungheon Shin, Eunbin Kim, Sewoong Ahn, Yeji Choi
In this paper, we propose a training strategy to make the weather prediction model robust to spatial-temporal shifts.
1 code implementation • 6 Dec 2022 • Minseok Seo, Doyi Kim, Seungheon Shin, Eunbin Kim, Sewoong Ahn, Yeji Choi
Traditional weather forecasting relies on domain expertise and computationally intensive numerical simulation systems.
no code implementations • 31 Aug 2021 • Keumgang Cha, Junghoon Seo, Yeji Choi
In the training of deep learning models, how the model parameters are initialized greatly affects the model performance, sample efficiency, and convergence speed.
1 code implementation • 3 Mar 2021 • Yeji Choi, Hyunjung Park, Gi Pyo Nam, Haksub Kim, Heeseung Choi, Junghyun Cho, Ig-Jae Kim
In this paper, we introduce a new large-scale face database from KIST, denoted as K-FACE, and describe a novel capturing device specifically designed to obtain the data.