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This project is a reimplementation of the paper “Depth Map Prediction from a Single Image using a Multi-Scale Deep Network” by Eigen et al., . The work explores how deep convolutional neural networks can infer dense depth maps from single RGB images an inherently ill-posed problem due to the lack of explicit depth information.