Get 3D object shape with fine shape details using monocular images with SSR
Get 3D object shape with fine shape details using monocular images with SSR
Single-view 3D Scene Reconstruction with High-fidelity Shape and Texture
arXiv paper abstract https://arxiv.org/abs/2311.00457
arXiv PDF paper https://arxiv.org/pdf/2311.00457.pdf
GitHub https://github.com/DaLi-Jack/SSR-code
Project page https://dali-jack.github.io/SSR
Reconstructing detailed 3D scenes from single-view images … challenging … due to … existing approaches, which … focus on geometric shape recovery, overlooking object appearances and fine shape details.
… propose a novel framework for simultaneous high-fidelity recovery of object shapes and textures from single-view images.
… proposed Single-view neural implicit Shape and Radiance field (SSR) representations to leverage both explicit 3D shape supervision and volume rendering of color, depth, and surface normal images.
To overcome shape-appearance ambiguity under partial observations, … introduce a two-stage learning curriculum incorporating both 3D and 2D supervisions.
… generate fine-grained textured meshes while seamlessly integrating rendering capabilities into the single-view 3D reconstruction model.
This integration enables … improved textured 3D object reconstruction … also supports the rendering of images from novel viewpoints …
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