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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



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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