Random simulated spectrum including Poisson noise (blue), with its input model (black line). The spectrum reconstructed by the decoder part of the auto-encoder is shown in orange. The residuals, expressed in σ, between the simulated spectrum and both the input model and the reconstructed spectrum are shown in the bottom panels. The corresponding C-STAT (without minimization) is listed for indication.