Dual Structured Convolutional Neural Network with Feature Augmentation for Quantitative Characterization of Tissue Histology. - Mira Valkonen; Kimmo Kartasalo; Kaisa Liimatainen; Matti Nykter; Leena Latonen; Pekka Ruusuvuori (ICCV Workshops, 2017)

Cytokeratin-Supervised Deep Learning for Automatic Recognition of Epithelial Cells in Breast Cancers Stained for ER, PR, and Ki-67. - Mira Valkonen; Jorma Isola; Onni Ylinen; Ville Muhonen; Anna Saxlin; Teemu Tolonen; Matti Nykter; Pekka Ruusuvuori (IEEE Trans. Medical Imaging, 2020)

Generalized Fixation Invariant Nuclei Detection Through Domain Adaptation Based Deep Learning. - Mira Valkonen; Gunilla Högnäs; G. Steven Bova; Pekka Ruusuvuori (IEEE J. Biomed. Health Informatics, 2021)

The effect of neural network architecture on virtual H&E staining: Systematic assessment of histological feasibility. - Umair Khan; Sonja Koivukoski; Mira Valkonen; Leena Latonen; Pekka Ruusuvuori (Patterns, 2023)

Deformation equivariant cross-modality image synthesis with paired non-aligned training data. - Joel Honkamaa; Umair Khan; Sonja Koivukoski; Mira Valkonen; Leena Latonen; Pekka Ruusuvuori; Pekka Marttinen (Medical Image Anal., 2023)