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

Isao Matsui Ayumi Matsumoto Atsuhiro Imai Hiroki Okushima Hirohiko Niioka Masatoshi Abe Natsune Tamai Hajime Nagasu Eiichiro Kanda Eiichiro Uchino Tadashi Sofue Toshiyuki Imasawa Yuichiro Yano Hiroshi Kinashi Ken-ichi Miyoshi Tamaki Harada Yasuyuki Nagasawa Keiji Fujimoto Yuka Kurokawa Sawako Kato Ryohei Kaseda Masahiro Koizumi Yasuo Kusunoki Masaki Ohya Yoshimasa Kawazoe Hiroyuki Abe Yuta Matsukuma Takaaki Kosugi Yoshiyasu Ueda Naohiko Fujii Masanobu Takeji Akira Suzuki Katsuyuki Nagatoya Kazumasa Oka Yutaka Ando Masaaki Izumi Toshiyuki Komiya Tatsuo Tsukamoto Imari Mimura Takahiro Kuragano Toshiaki Nakano Kazuhiko Tsuruya Yasuhiko Ito Tetsuo Minamino Osamu Yamaguchi Suguru Yamamoto Hirotaka Komaba Kengo Furuichi Kei Fukami Shin-ichi Araki Takao Masaki Naotake Tsuboi Hitoshi Yokoyama Akira Shimizu Tetsuo Ushiku Shoichi Maruyama Motoko Yanagita Masaomi Nangaku Ryohei Yamamoto Kazunori Inoue Yoshitaka Isaka Domain-adaptive semi-supervised learning for efficient rare pathological lesion detection with minimal annotation. 2025 8 npj Digit. Medicine 1 https://doi.org/10.1038/s41746-025-02160-6 db/journals/npjdm/npjdm8.html#MatsuiMIONATNKUSIYKMHNF25 streams/journals/npjdm