Multi-View Neural Surface Reconstruction with Structured Light

TL;DR

This paper introduces a novel multi-view 3D reconstruction method combining differentiable rendering with structured light to improve accuracy on textureless and shiny objects, reducing calibration efforts.

Contribution

It integrates structured light constraints into differentiable rendering, enabling accurate geometry and appearance learning and simultaneous camera pose optimization.

Findings

Outperforms conventional methods on synthetic and real data.

Achieves high reconstruction accuracy for textureless and shiny objects.

Reduces camera calibration efforts.

Abstract

Three-dimensional (3D) object reconstruction based on differentiable rendering (DR) is an active research topic in computer vision. DR-based methods minimize the difference between the rendered and target images by optimizing both the shape and appearance and realizing a high visual reproductivity. However, most approaches perform poorly for textureless objects because of the geometrical ambiguity, which means that multiple shapes can have the same rendered result in such objects. To overcome this problem, we introduce active sensing with structured light (SL) into multi-view 3D object reconstruction based on DR to learn the unknown geometry and appearance of arbitrary scenes and camera poses. More specifically, our framework leverages the correspondences between pixels in different views calculated by structured light as an additional constraint in the DR-based optimization of implicit surface, color representations, and camera poses. Because camera poses can be optimized simultaneously, our method realizes high reconstruction accuracy in the textureless region and reduces efforts for camera pose calibration, which is required for conventional SL-based methods. Experiment results on both synthetic and real data demonstrate that our system outperforms conventional DR- and SL-based methods in a high-quality surface reconstruction, particularly for challenging objects with textureless or shiny surfaces.