Depth Supervised Neural Surface Reconstruction from Airborne Imagery

arXiv:2404.16429v1 Announce Type: new
Abstract: While originally developed for novel view synthesis, Neural Radiance Fields (NeRFs) have recently emerged as an alternative to multi-view stereo (MVS). Triggered by a manifold of research activities, promising results have been gained especially for texture-less, transparent, and reflecting surfaces, while such scenarios remain challenging for traditional MVS-based approaches. However, most of these investigations focus on close-range scenarios, with studies for airborne scenarios still missing. For this task, NeRFs face potential difficulties at areas of …

abstract alternative arxiv cs.cv fields manifold neural radiance fields novel research results surface synthesis texture transparent type view while