Efficient Point Cloud Reconstruction and Denoising via Learned Gaussian Splats and Fine-Tuned Diffusion Features

The authors propose a method to reconstruct point clouds from few images and denoise point clouds from their rendering by exploiting prior knowledge distilled from image-based deep learning models.