GaussianImage: 1000 FPS Image Representation and Compression by 2D Gaussian Splatting

arXiv:2403.08551v1 Announce Type: cross
Abstract: Implicit neural representations (INRs) recently achieved great success in image representation and compression, offering high visual quality and fast rendering speeds with 10-1000 FPS, assuming sufficient GPU resources are available. However, this requirement often hinders their use on low-end devices with limited memory. In response, we propose a groundbreaking paradigm of image representation and compression by 2D Gaussian Splatting, named GaussianImage. We first introduce 2D Gaussian to represent the image, where each Gaussian has 8 …

abstract arxiv compression cs.ai cs.cv cs.mm devices eess.iv fps gpu gpu resources however image implicit neural representations low memory quality rendering representation resources success type visual