1 code implementation • 18 Jan 2024 • Hyungmin Kim, Donghun Kim, Pyunghwan Ahn, Sungho Suh, Hansang Cho, Junmo Kim
With the minimal additional computation cost of image resizing, ContextMix enhances performance compared to existing augmentation techniques.
3 code implementations • 1 Sep 2023 • Hyuk Jun Yoo, Nayeon Kim, Heeseung Lee, Daeho Kim, Leslie Tiong Ching Ow, Hyobin Nam, Chansoo Kim, Seung Yong Lee, Kwan-Young Lee, Donghun Kim, Sang Soo Han
The optimization of nanomaterial synthesis using numerous synthetic variables is considered to be extremely laborious task because the conventional combinatorial explorations are prohibitively expensive.
no code implementations • 13 Jun 2023 • Yu Qiao, Chaoning Zhang, Taegoo Kang, Donghun Kim, Chenshuang Zhang, Choong Seon Hong
Following by interpreting the effects of synthetic corruption as style changes, we proceed to conduct a comprehensive evaluation for its robustness against 15 types of common corruption.
no code implementations • 1 May 2023 • Chenshuang Zhang, Chaoning Zhang, Taegoo Kang, Donghun Kim, Sung-Ho Bae, In So Kweon
Beyond the basic goal of mask removal, we further investigate and find that it is possible to generate any desired mask by the adversarial attack.
1 code implementation • 15 Jun 2022 • Leslie Ching Ow Tiong, Hyuk Jun Yoo, Na Yeon Kim, Kwan-Young Lee, Sang Soo Han, Donghun Kim
Although robot-based automation in chemistry laboratories can accelerate the material development process, surveillance-free environments may lead to dangerous accidents primarily due to machine control errors.
1 code implementation • 17 May 2022 • Leslie Ching Ow Tiong, Gunjick Lee, Seok Su Sohn, Donghun Kim
The combined PH and DML processing of 3D X-CT data is our unique approach enabling reliable failure predictions at the time of material examination based on void topology progressions, and the method can be extended to various nondestructive failure tests for practical use.
1 code implementation • 26 May 2020 • Leslie Ching Ow Tiong, Jeongrae Kim, Sang Soo Han, Donghun Kim
On the other hand, the DL-based identification of crystal symmetry suffers from a drastic drop in accuracy for problems involving classification into tens or hundreds of symmetry classes (e. g., up to 230 space groups), severely limiting its practical usage.
no code implementations • 7 Dec 2018 • Myungjoon Kim, Byung Chul Yeo, Sang Soo Han, Donghun Kim
The catalyst development for N2 electroreduction reaction (NRR) with low onset potential and high Faradaic efficiency is highly desired, but remains challenging.
Materials Science