Rotation Invariance and Directional Sensitivity: Spherical Harmonics versus Radiomics Features
We define and investigate the Local Rotation Invariance (LRI) and Directional Sensitivity (DS) of radiomics features. Most of the classical features cannot combine the two properties, which are antagonist in simple designs. We propose texture operators based on spherical harmonic wavelets (SHW) invariants and show that they are both LRI and DS. An experimental comparison of SHW and popular radiomics operators for classifying 3D textures reveals the importance of combining the two properties for optimal pattern characterization.
WOS:000477767800013
2018-01-01
978-3-030-00919-9
978-3-030-00918-2
Cham
Lecture Notes in Computer Science
11046
107
115
REVIEWED
Event name | Event place | Event date |
Granada, SPAIN | Sep 16, 2018 | |