3 papers
cs.LG2025
A New Perspective To Understanding Multi-resolution Hash Encoding For Neural Fields
Steven Tin Sui Luo
Instant-NGP has been the state-of-the-art architecture of neural fields in recent years. Its incredible signal-fitting capabilities are generally attributed to its multi-resolution…
cs.LG2024
ASMR: Activation-sharing Multi-resolution Coordinate Networks For Efficient Inference
Jason Chun Lok Li, Steven Tin Sui Luo, Le Xu +1
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…
cs.LG2024
Nonparametric Teaching of Implicit Neural Representations
Chen Zhang, Steven Tin Sui Luo, Jason Chun Lok Li +2
We investigate the learning of implicit neural representation (INR) using an overparameterized multilayer perceptron (MLP) via a novel nonparametric teaching perspective. The latte…