학술논문

Multiresolution Neural Networks for Imaging
Document Type
Conference
Source
2022 35th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) Graphics, Patterns and Images (SIBGRAPI), 2022 35th SIBGRAPI Conference on. 1:174-179 Oct, 2022
Subject
Computing and Processing
Graphics
Image resolution
Neural networks
Imaging
Image representation
Multiresolution
Level fo Detail
Neural Networks
Textures
Language
ISSN
2377-5416
Abstract
We present MR-Net, a general architecture for multiresolution neural networks, and a framework for imaging applications based on this architecture. Our coordinate-based networks are continuous both in space and in scale as they are composed of multiple stages that progressively add finer details. Besides that, they are a compact and efficient representation. We show examples of multiresolution image representation and applications to texture magnification, minification, and antialiasing.