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Fig. 2 | PhotoniX

Fig. 2

From: Digital staining in optical microscopy using deep learning - a review

Fig. 2

Pairings of input and target contrast. a Target image contrast is plotted against the input contrast, the number of publications in each combination is color-coded. Selected examples in (b) are indicated by numbers in (a): (B1) a translation of autofluorescence images from tissue slides to H&E images by Rivenson et al. [20], re-use permitted and licensed by Springer Nature. (B2) translation of phase contrast images of human neuron cells to specific fluorescence images (DAPI, anti-MAP2 and anti-neurofilament). Data available at https://github.com/google/in-silico-labeling from Ref. [21], re-use was permitted and licensed by Elsevier and Copyright Clearance Center. (B3) translation of bright field images of cells to multiple fluorescence stains by Ounkomol et al. [22]. Images are publicly available at https://downloads.allencell.org/publication-data/label-free-prediction/index.html, re-use was permitted and licensed by Springer Nature. (B4) translation of bright field images of living cells to genetically encoded mitochondria markers by Somani et al. [25]. Images are publicly available at https://doi.org/10.18710/11LLTW [35], re-use licensed under CC0 1.0. (B5) stain-to-stain translation of H&E images into cytokeratin stain by Hong et al. [36], Images are publicly available at https://github.com/YiyuHong/ck_virtual_staining_paper, re-use licensed under CC BY 4.0. (B6) stain-to-stain translation of IHC images into different IHC images by Ghahremani et al. [37]. Images are publicly available at https://zenodo.org/record/4751737#.YV379XVKhH4, re-use permitted and licensed by Springer Nature. IHC = immuno-histochemcial stain, IF = immuno-fluorescence stain, WF = wide field (white light illumination), AF = autofluorescence, PAM = photo-acoustic microscopy, IR = infra-red. An extended version of the detailed literature analysis can be found in the Supplementary material of this manuscript

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