rstanding these architectures <span class="citation" data-cites="mahendran2014understanding dosovitskiy2016inverting">(Dosovitskiy &amp; Brox 2016, Mahendran &amp; Vedaldi 2014)</span>, achieving important advancement in the interpretation of Machine Listening models. In <span class="citation" data-cites="saumitra_mishra_2018_1492527">(Mishra et al. 2018)</span>, Mishra et al proved that temporal and harmonic structures are preserved in deep convolutional layers. Winters et al <span class="citation" data-ci