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ASCL Code Record

[ascl:1907.026] MCRGNet: Morphological Classification of Radio Galaxy Network

MCRGNet (Morphological Classification of Radio Galaxy Network) classifies radio galaxies of different morphologies. It is based on the Convolutional Neural Network (CNN), which is trained and applied under a three-step framework: 1.) pretraining the network unsupervisedly with unlabeled samples, 2.) fine-tuning the pretrained network parameters supervisedly with labeled samples, and 3.) classifying a new radio galaxy by the trained network. The code uses a dichotomous tree classifier composed of cascaded CNN based subclassifiers.

Code site:
https://github.com/myinxd/mcrgnet
Described in:
https://ui.adsabs.harvard.edu/abs/2019ApJS..240...34M
Bibcode:
2019ascl.soft07026M

Views: 163

ascl:1907.026
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