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A new method has been developed that combines neural networks and photometric methods to create highly precise 3D reconstructions of objects with textureless surfaces. This method can be used for preserving historical monuments and digitizing museum exhibits, as well as for autonomous driving. The paper will be presented at a conference in 2024.