← Search

Jiuhn Song

2 accepted papers

2023

DäRF: Boosting Radiance Fields from Sparse Input Views with Monocular Depth Adaptation

NeurIPS 2023poster

Neural radiance field (NeRF) shows powerful performance in novel view synthesis and 3D geometry reconstruction, but it suffers from critical performance degradation when the number of known viewpoints is drastically reduced. Existing works attempt to overcome this problem by employing external prior…

Cited by 18SourcePDFScholar
2023

GeCoNeRF: Few-shot Neural Radiance Fields via Geometric Consistency

ICML 2023poster

We present a novel framework to regularize Neural Radiance Field (NeRF) in a few-shot setting with a geometry-aware consistency regularization. The proposed approach leverages a rendered depth map at unobserved viewpoint to warp sparse input images to the unobserved viewpoint and impose them as pseu…