Domain-adaptive semi-supervised learning for efficient rare pathological lesion detection with minimal annotation.

Matsui I, Matsumoto A, Imai A, Okushima H, Niioka H, Abe M, Tamai N, Nagasu H, Kanda E, Uchino E, Sofue T, Imasawa T, Yano Y, Kinashi H, Miyoshi KI, Harada T, Nagasawa Y, Fujimoto K, Kurokawa Y, Kato S, Kaseda R, Koizumi M, Kusunoki Y, Ohya M, Kawazoe Y, Abe H, Matsukuma Y, Kosugi T, Ueda Y, Fujii N, Takeji M, Suzuki A, Nagatoya K, Oka K, Ando Y, Izumi M, Komiya T, Tsukamoto T, Mimura I, Kuragano T, Nakano T, Tsuruya K, Ito Y, Minamino T, Yamaguchi O, Yamamoto S, Komaba H, Furuichi K, Fukami K, Araki SI, Masaki T, Tsuboi N, Yokoyama H, Shimizu A, Ushiku T, Maruyama S, Yanagita M, Nangaku M, Yamamoto R, Inoue K, Isaka Y

Open source

DOI
10.1038/s41746-025-02160-6
Published
2025 Nov 23
Container
NPJ digital medicine
Publisher
Not recorded
Open access
yes

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BibTeX

@article{allodium:10.1038/s41746-025-02160-6,
  title = {Domain-adaptive semi-supervised learning for efficient rare pathological lesion detection with minimal annotation.},
  author = {Matsui I and Matsumoto A and Imai A and Okushima H and Niioka H and Abe M and Tamai N and Nagasu H and Kanda E and Uchino E and Sofue T and Imasawa T and Yano Y and Kinashi H and Miyoshi KI and Harada T and Nagasawa Y and Fujimoto K and Kurokawa Y and Kato S and Kaseda R and Koizumi M and Kusunoki Y and Ohya M and Kawazoe Y and Abe H and Matsukuma Y and Kosugi T and Ueda Y and Fujii N and Takeji M and Suzuki A and Nagatoya K and Oka K and Ando Y and Izumi M and Komiya T and Tsukamoto T and Mimura I and Kuragano T and Nakano T and Tsuruya K and Ito Y and Minamino T and Yamaguchi O and Yamamoto S and Komaba H and Furuichi K and Fukami K and Araki SI and Masaki T and Tsuboi N and Yokoyama H and Shimizu A and Ushiku T and Maruyama S and Yanagita M and Nangaku M and Yamamoto R and Inoue K and Isaka Y},
  year = {2025},
  journal = {NPJ digital medicine},
  doi = {10.1038/s41746-025-02160-6},
  url = {https://doi.org/10.1038/s41746-025-02160-6}
}

RIS

TY  - JOUR
TI  - Domain-adaptive semi-supervised learning for efficient rare pathological lesion detection with minimal annotation.
AU  - Matsui I
AU  - Matsumoto A
AU  - Imai A
AU  - Okushima H
AU  - Niioka H
AU  - Abe M
AU  - Tamai N
AU  - Nagasu H
AU  - Kanda E
AU  - Uchino E
AU  - Sofue T
AU  - Imasawa T
AU  - Yano Y
AU  - Kinashi H
AU  - Miyoshi KI
AU  - Harada T
AU  - Nagasawa Y
AU  - Fujimoto K
AU  - Kurokawa Y
AU  - Kato S
AU  - Kaseda R
AU  - Koizumi M
AU  - Kusunoki Y
AU  - Ohya M
AU  - Kawazoe Y
AU  - Abe H
AU  - Matsukuma Y
AU  - Kosugi T
AU  - Ueda Y
AU  - Fujii N
AU  - Takeji M
AU  - Suzuki A
AU  - Nagatoya K
AU  - Oka K
AU  - Ando Y
AU  - Izumi M
AU  - Komiya T
AU  - Tsukamoto T
AU  - Mimura I
AU  - Kuragano T
AU  - Nakano T
AU  - Tsuruya K
AU  - Ito Y
AU  - Minamino T
AU  - Yamaguchi O
AU  - Yamamoto S
AU  - Komaba H
AU  - Furuichi K
AU  - Fukami K
AU  - Araki SI
AU  - Masaki T
AU  - Tsuboi N
AU  - Yokoyama H
AU  - Shimizu A
AU  - Ushiku T
AU  - Maruyama S
AU  - Yanagita M
AU  - Nangaku M
AU  - Yamamoto R
AU  - Inoue K
AU  - Isaka Y
PY  - 2025
JO  - NPJ digital medicine
DO  - 10.1038/s41746-025-02160-6
UR  - https://doi.org/10.1038/s41746-025-02160-6
ER  -

APA

I, M., A, M., A, I., H, O., H, N., M, A., N, T., H, N., E, K., E, U., T, S., T, I., Y, Y., H, K., KI, M., T, H., Y, N., K, F., Y, K., S, K., R, K., M, K., Y, K., M, O., Y, K., H, A., Y, M., T, K., Y, U., N, F., M, T., A, S., K, N., K, O., Y, A., M, I., T, K., T, T., I, M., T, K., T, N., K, T., Y, I., T, M., O, Y., S, Y., H, K., K, F., K, F., SI, A., T, M., N, T., H, Y., A, S., T, U., S, M., M, Y., M, N., R, Y., K, I., & Y, I. (2025). Domain-adaptive semi-supervised learning for efficient rare pathological lesion detection with minimal annotation.. NPJ digital medicine. https://doi.org/10.1038/s41746-025-02160-6

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