Spectral-GANs for High-Resolution 3D Point-cloud Generation

Sameera Ramasinghe,Salman Khan,Nick Barnes,Stephen Gould,Sameera Ramasinghe,Salman Khan,Nick Barnes,Stephen Gould

Point-clouds are a popular choice for robotics and computer vision tasks due to their accurate shape description and direct acquisition from range-scanners. This demands the ability to synthesize and reconstruct high-quality point-clouds. Current deep generative models for 3D data generally work on simplified representations (e.g., voxelized objects) and cannot deal with the inherent redundancy an...