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We propose Depth-to-Space Net (DTS-Net), an effective technique for semantic segmentation using the efficient sub-pixel convolutional neural network. ... We propose both a deep network, that is, DTS-Net, and a lightweight network, DTS-Net-Lite, for real-time semantic segmentation; these networks employ Xception and MobileNetV2 architectures as the feature ... We also provide the test and the evaluation codes of the proposed method at: https://github.com/HatemHosam/ DTS-Net which is created and accessed on 21 June 2021. ...doi:10.3390/s22010337 pmid:35009879 pmcid:PMC8749585 fatcat:mvxugub4anbmbcpoybyrmm7dxa