Results

Poisson Reconstruction

While Poisson reconstruction exhibited a generally satisfactory level of reconstruction quality, it was prone to floating artifacts and exhibited limited adaptability to sparse regions.

SIREN

Although pure neural network (SIREN) demonstrated effective regularization, it tended to oversmooth the reconstruction results.

SHINE

The combination of neural network and octree (SHINE) yielded impressive overall quality that adapted well to the input. However, the resulting reconstruction still exhibited notable strong local artifacts.