Multi-task multi-domain learning for digital staining and classification of leukocytes

Agnieszka Tomczak
Agnieszka Tomczak
Gaby Marquardt
Gaby Marquardt
Thomas Engel
Thomas Engel
Frank Forster
Frank Forster
Shadi Albarqouni
Shadi Albarqouni

IEEE transactions on medical imaging, pp. 1-1, 2020.

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Abstract:

This paper addresses digital staining and classification of the unstained white blood cell images obtained with a differential contrast microscope. We have data coming from multiple domains that are partially labeled and partially matching across the domains. Using unstained images removes time-consuming staining procedures and could faci...More

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