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Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities
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Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities

Published on: October 27, 2023

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Correction: Multimodality medical image fusion using directional total variation based linear spectral clustering in

Mohammad Zubair Khan1, Manoj Diwakar2,3, Prakash Srivastava4

  • 1Faculty of Computer and Information System, Islamic University of Madinah, Madinah, 42351, Saudi Arabia.

Scientific Reports
|February 25, 2026
PubMed
Abstract

No abstract available in PubMed .

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Linear Approximation in Frequency Domain01:26

Linear Approximation in Frequency Domain

Linear systems are characterized by two main properties: superposition and homogeneity. Superposition allows the response to multiple inputs to be the sum of the responses to each individual input. Homogeneity ensures that scaling an input by a scalar results in the response being scaled by the same scalar.
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear.