Abstract: Methods and systems are provided for automatically classifying cells in a histological stained image. In an example, a method includes automatically classifying a plurality of cells in an image of a biological sample stained with a histological stain using a classification model, the classification model trained with a plurality of automatically-classified pseudo-stained images each generated from a respective immunofluorescent image.