Kagiyama, H., Nagasaka, T., Adachi, Y., Tachibana, T., Ito, R., Fujita, M., . . . Kakeji, Y. (2026). Revisiting the Role of Foundation Models in Cell-Level Histopathological Image Analysis under Small-Patch Constraints -- Effects of Training Data Scale and Blur Perturbations on CNNs and Vision Transformers.
Cita Chicago Style (17a ed.)Kagiyama, Hiroki, Toru Nagasaka, Yukari Adachi, Takaaki Tachibana, Ryota Ito, Mitsugu Fujita, Kimihiro Yamashita, y Yoshihiro Kakeji. Revisiting the Role of Foundation Models in Cell-Level Histopathological Image Analysis Under Small-Patch Constraints -- Effects of Training Data Scale and Blur Perturbations on CNNs and Vision Transformers. 2026.
Cita MLA (9a ed.)Kagiyama, Hiroki, et al. Revisiting the Role of Foundation Models in Cell-Level Histopathological Image Analysis Under Small-Patch Constraints -- Effects of Training Data Scale and Blur Perturbations on CNNs and Vision Transformers. 2026.