HR-NeRF: advancing realism and accuracy in highlight scene representation

NeRF and its variants excel in novel view synthesis but struggle with scenes featuring specular highlights. To address this limitation, we introduce the Highlight Recovery Network (HRNet), a new architecture that enhances NeRF's ability to capture specular scenes. HRNet incorporates Swish activ...

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Bibliographic Details

Published in:	Frontiers in Neurorobotics
Main Authors:	Shufan Dai, Shanqin Wang
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-04-01
Subjects:	scene representation view synthesis image-based rendering volume rendering 3D deep learning spectral bias
Online Access:	https://www.frontiersin.org/articles/10.3389/fnbot.2025.1558948/full