Get 3D scene using a 3D object surface field with H2O-SDF
Get 3D scene using a 3D object surface field with H2O-SDF
H2O-SDF: Two-phase Learning for 3D Indoor Reconstruction using Object Surface Fields
arXiv paper abstract https://arxiv.org/abs/2402.08138
arXiv PDF paper https://arxiv.org/pdf/2402.08138.pdf
... Neural Radiance Fields (NeRF), Signed Distance Fields (SDF), and Occupancy Fields have recently emerged as solutions for 3D indoor scene reconstruction.
... introduce a novel two-phase learning approach, H2O-SDF, that discriminates between object and non-object regions within indoor environments.
... achieves a nuanced balance, carefully preserving the geometric integrity of room layouts while also capturing intricate surface details of specific objects.
... two-phase learning framework ... introduction of the Object Surface Field (OSF) ... to mitigate the persistent vanishing gradient problem that ... hindered the capture of high-frequency details
... proposed approach is validated through several experiments that include ablation studies.
Please like and share this post if you enjoyed it using the buttons at the bottom!
Stay up to date. Subscribe to my posts https://morrislee1234.wixsite.com/website/contact
Web site with my other posts by category https://morrislee1234.wixsite.com/website
Comentarios