no code implementations • 26 Jan 2024 • Hyeonwoo Cho, Chanmin Park, Jinyoung Kim, Won Hwa Kim
To deal with this problem, we propose to utilize cluster structure (i. e., {`Clean'} and {`Noisy'} regions within each cluster) in the target domain formulated by the source model.
1 code implementation • 9 Mar 2023 • Hyeonwoo Cho, Kazuya Nishimura, Kazuhide Watanabe, Ryoma Bise
In particular, cells are cultured under different conditions depending on the purpose of the research.
2 code implementations • 19 Jul 2021 • Hyeonwoo Cho, Kazuya Nishimura, Kazuhide Watanabe, Ryoma Bise
We propose an unsupervised domain adaptation method for cell detection using the pseudo-cell-position heatmap, where a cell centroid becomes a peak with a Gaussian distribution in the map.
1 code implementation • 19 Jul 2021 • Kazuya Nishimura, Hyeonwoo Cho, Ryoma Bise
This annotation is a time-consuming and labor-intensive task.