no code implementations • 24 Jan 2023 • Sujata Butte, Haotian Wang, Aleksandar Vakanski, Min Xian
To address the challenges, we propose a novel approach that enhances the quality of synthetic images by using nuclei topology and contour regularization.
no code implementations • 27 Oct 2021 • Sujata Butte, Haotian Wang, Min Xian, Aleksandar Vakanski
Conditional generative adversarial networks have been applied to generate synthetic histopathology images to alleviate this issue, but current approaches fail to generate clear contours for overlapped and touching nuclei.
no code implementations • 14 Jun 2021 • Sujata Butte, Aleksandar Vakanski, Kasia Duellman, Haotian Wang, Amin Mirkouei
Recent research on the application of remote sensing and deep learning-based analysis in precision agriculture demonstrated a potential for improved crop management and reduced environmental impacts of agricultural production.