This data package contains the very high resolution maps of natural forests as well as map of natural forests dominated by Cecropia hololeuca or Tibouchina pulchra presented in the Figure 8 of the paper "Mapping Atlantic rainforest degradation and regeneration history with indicator species using convolutional network". These maps have be produced with WorldView-2 and WorldView-3 very high resolution images and a deep learning method for image segmentation called U-net (methods and data are fully described in the article). When using this data, please cite the original article https://doi.org/10.1371/journal.pone.0229448.