Published December 19, 2023
| Version 0.1.0
Model
Open
Pix2Pix for Image Translation from Lifeact-RFP to sir-DNA images
Authors/Creators
- 1. Universidad Carlos III de Madrid Escuela Politécnica Superior
Description
Pix2Pix model for Image-to-Image Translation, creating synthetic sir-DNA (dapi, nuclei stain) images from Lifeact-RFP (actin, membrane stain) inputs.
Trained using a notebook from ZeroCostDL4Mic and with the example dataset from zenodo.
- Training Notebook: Pix2Pix Notebook
- Dataset: Zenodo dataset
Files
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Additional details
References
- Isola, P., Zhu, J. Y., Zhou, T., & Efros, A. A. (2017). Image-to-image translation with conditional adversarial networks. In Proceedings of the IEEE conference on computer vision and pattern recognition (pp. 1125-1134).
- von Chamier, L., Laine, R. F., Jukkala, J., Spahn, C., Krentzel, D., Nehme, E., ... & Henriques, R. (2021). Democratising deep learning for microscopy with ZeroCostDL4Mic. Nature communications, 12(1), 2276.