no code implementations • 28 May 2024 • Onur Boyar, Yanheng Gu, Yuji Tanaka, Shunsuke Tonogai, Tomoya Itakura, Ichiro Takeuchi
Generative modeling of crystal structures is significantly challenged by the complexity of input data, which constrains the ability of these models to explore and discover novel crystals.
no code implementations • 5 Feb 2023 • Onur Boyar, Ichiro Takeuchi
Additionally, we present LCA-VAE, a novel VAE method that creates a latent space with increased consistent points through data augmentation in latent space and penalization of latent inconsistencies.
1 code implementation • 19 May 2021 • Enes Sadi Uysal, M. Şafak Bilici, B. Selin Zaza, M. Yiğit Özgenç, Onur Boyar
By analyzing input images and performing the augmentation accordingly we show that the performance of the U-Net model can be increased dramatically.
Ranked #4 on Retinal Vessel Segmentation on DRIVE