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MendNet: Restoration of Fractured Shapes Using Learned Occupancy Functions
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
We provide a novel approach to perform fully automated generation of restorations for fractured shapes using learned implicit shape representations in the form of occupancy functions. Our approach lays the groundwork to ...
PriFit: Learning to Fit Primitives Improves Few Shot Point Cloud Segmentation
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
We present PRIFIT, a semi-supervised approach for label-efficient learning of 3D point cloud segmentation networks. PRIFIT combines geometric primitive fitting with point-based representation learning. Its key idea is to ...
SDF-StyleGAN: Implicit SDF-Based StyleGAN for 3D Shape Generation
(The Eurographics Association and John Wiley & Sons Ltd., 2022)
We present a StyleGAN2-based deep learning approach for 3D shape generation, called SDF-StyleGAN, with the aim of reducing visual and geometric dissimilarity between generated shapes and a shape collection. We extend ...