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Reconstructing 3D shape from 2D sketches has long been an open problembecause the sketches only provide very sparse and ambiguous information. Inthis paper, we use an encoder/decoder architecture for the sketch to meshtranslation. When integrated into a user interface that provides cameraparameters for the sketches, this enables us to leverage its latentparametrization to represent and refine a 3D mesh so that its projections matchthe external contours outlined in the sketch. We will show that this approachis easy to deploy, robust to style changes, and effective. Furthermore, it canbe used for shape refinement given only single pen strokes. We compare ourapproach to state-of-the-art methods on sketches -- both hand-drawn andsynthesized -- and demonstrate that we outperform them.

Sketch2Mesh: Reconstructing and Editing 3D Shapes from Sketches