2 papers
cs.CV2025
Point-LN: A Lightweight Framework for Efficient Point Cloud Classification Using Non-Parametric Positional Encoding
Marzieh Mohammadi, Amir Salarpour, Pedram MohajerAnsari
We introduce Point-LN, a novel lightweight framework engineered for efficient 3D point cloud classification. Point-LN integrates essential non-parametric components-such as Farthes…
cs.CV2024
Point-GN: A Non-Parametric Network Using Gaussian Positional Encoding for Point Cloud Classification
Marzieh Mohammadi, Amir Salarpour
This paper introduces Point-GN, a novel non-parametric network for efficient and accurate 3D point cloud classification. Unlike conventional deep learning models that rely on a lar…