Paper Reading

 

Point-NeRF: Point-based Neural Radiance Fields

[Github] [PDF]

Neural Point-Based Graphics [ECCV22]

与Point-NeRF类似,但点云是作为一个输入,而非优化得到

Dual Octree Graph Networks for Learning Adaptive Volumetric Shape Representations

[PDF] 王鹏帅的一系列voxel工作。

Shape As Points A Differentiable Poisson Solver

将泊松重建指示函数场的过程可微分化。相比神经网络隐式场的方法不需要存储网络参数。 [PDF] [Supp] [Code]

LEARNING TO EXPLORE USING ACTIVE NEURAL SLAM

留作参考 [PDF] [Project Webpage]

SparseNeuS: Fast Generalizable Neural Surface Reconstruction from Sparse views [Project]

类似地, Neural Sparse Voxel Fields [NIPS20]: octree的NeRF