ASMR: Activation-sharing Multi-resolution Coordinate Networks For Efficient Inference

JCL Li, STS Luo, L Xu, N Wong - arXiv preprint arXiv:2405.12398, 2024 - arxiv.org
Coordinate network or implicit neural representation (INR) is a fast-emerging method for
encoding natural signals (such as images and videos) with the benefits of a compact neural …

Nonparametric Teaching of Implicit Neural Representations

C Zhang, STS Luo, JCL Li, YC Wu, N Wong - arXiv preprint arXiv …, 2024 - arxiv.org
We investigate the learning of implicit neural representation (INR) using an
overparameterized multilayer perceptron (MLP) via a novel nonparametric teaching …

H-SIREN: Improving implicit neural representations with hyperbolic periodic functions

R Gao, RK Jaiman - arXiv preprint arXiv:2410.04716, 2024 - arxiv.org
Implicit neural representations (INR) have been recently adopted in various applications
ranging from computer vision tasks to physics simulations by solving partial differential …