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From Image Collections to Point Clouds With Self-Supervised Shape and Pose Networks

From Image Collections to Point Clouds With Self-Supervised Shape and Pose Networks

Reconstructing 3D models from 2D images is one of the fundamental problems in computer vision. In this work, we propose a deep learning technique for 3D object reconstruction from a single image. Contrary to recent works that either use 3D supervision or multi-view supervision, we use only single view images …