MORPHEUS is a Fiji/ImageJ2 plugin for the automated evaluation of cell morphometry from cell cultures images acquired by fluorescence microscopy. Specifically, MORPHEUS works with sampling distributions to learn—in an unsupervised manner and by a non-parametric approach—how to recognize the cells suitable for subsequent analysis. Afterwards, the algorithm performs the evaluation of the most relevant cell-shape descriptors over the full set of detected cells. Optionally, also the extraction of nucleus features and a double-scale analysis of orientation can be performed. The whole algorithm is implemented as a one-click procedure, thus minimizing the user intervention and the ensuing biases and errors of human origin. By this way, MORPHEUS is intended to be a useful tool to face the issue of reproducibility in bioimage analysis.
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