CMC: Few-shot Novel View Synthesis via Cross-view Multiplane Consistency

arXiv:2402.16407v1 Announce Type: new
Abstract: Neural Radiance Field (NeRF) has shown impressive results in novel view synthesis, particularly in Virtual Reality (VR) and Augmented Reality (AR), thanks to its ability to represent scenes continuously. However, when just a few input view images are available, NeRF tends to overfit the given views and thus make the estimated depths of pixels share almost the same value. Unlike previous methods that conduct regularization by introducing complex priors or additional supervisions, we propose a …

abstract arxiv augmented reality cs.cv cs.gr few-shot images nerf neural radiance field novel reality results synthesis type via view virtual virtual reality