Fig. 7.

Schematic view of the sample production pipeline. All COSMIC-DANCe archive images have their background map computed. Clean images are built from the COSMIC-DANCe archives. Contaminants from diverse sources (COSMIC-DANCe archives, Herschel archives or simulations) are added to clean images; this step uses the background maps. The resulting local contaminant images are dynamically compressed (see Sect. 2.3.3) and ready to be fetched into the neural network. Global contaminant samples are directly obtained from the COSMIC DANCe archives and dynamically compressed.
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