Impact of Preprocessing and Harmonization Methods on the ...

This study aims to investigate how the image preprocessing methods (N4 bias field correction and image resampling) and the harmonization methods

Impact of Preprocessing and Harmonization Methods on ... - PubMed

In brain MRI radiomics studies, the non-biological variations introduced by different image acquisition settings, namely scanner effects, ...

In brain MRI radiomics studies, the non-biological variations introduced by different image acquisition settings, namely scanner effects, affect the ...

(PDF) Impact of Preprocessing and Harmonization Methods on the ...

Overall, use of SD and ComBat harmonization led to a slight but generally consistent improvement in model performance on the external test set.

Impact of Preprocessing and Harmonization Methods on the ... - OUCI

In brain MRI radiomics studies, the non-biological variations introduced by different image acquisition settings, namely scanner effects, affect the ...

Impact of preprocessing and harmonization methods on the removal ...

Impact of preprocessing and harmonization methods on the removal of scanner effects in brain mri radiomic features. Yingping Li, Samy Ammari, Corinne ...

Impact of Harmonization on MRI Radiomics Feature Variability ...

After harmonization, there is a marked improvement in all metrics across all preprocessing methods. The most notable improvements are seen in ...

Impact of different preprocessing and harmonization methods for ...

The study further proves that the intensity normalization methods, though not effective in removing scanner effects, improve the robustness of brain image. ...

Magnetic resonance imaging radiomic features stability in brain ...

However, investigations of the combined effect of image pre-processing and harmonization on the whole pipeline of radiomics study including radiomics feature ...

Impact of Preprocessing and Harmonization Methods on the ...

Impact of Preprocessing and Harmonization Methods on the Removal of Scanner Effects in Brain MRI Radiomic Features.

Magnetic Resonance Imaging Radiomic Features Stability in Brain ...

... Impact of Image Preprocessing, Image-, and ... This work aims to investigate the effect of image pre-processing and harmonization methods ...

Impact of Preprocessing Parameters in Medical Imaging-Based ...

Standardizing and reporting preprocessing procedures is essential for consistent extraction of radiomic features, given their significant role in determining ...

Magnetic resonance imaging radiomic features stability in brain ...

This work aims to investigate the effect of image pre-processing and harmonization methods on the stability of brain MRI radiomic features ...

The impact of harmonization on radiomic features in Parkinson's ...

Impact of preprocessing and harmonization methods on the removal of scanner effects in brain MRI radiomic features. Cancers 13:3000. doi ...

Impact of Harmonization on MRI Radiomics Feature Variability ...

This study aimed to assess the reproducibility of MRI-derived radiomic features across multiple preprocessing methods for classifying Parkinson's …

Impact of harmonization on the reproducibility of MRI radiomic ...

The results indicated that ComBat harmonization decreased the variability of radiomic features across various multi-center images and imaging ...

Image harmonization: A review of statistical and deep learning ...

Image harmonization methods seek to remove these batch effects and enable increased generalizability and reproducibility of downstream results.

Deep learning for the harmonization of structural MRI scans: a survey

Image harmonization is a critical step to mitigate the effects of factors like inherent differences between various vendors, hardware upgrades, ...

Efficacy of MRI data harmonization in the age of machine learning

Indeed, a harmonization method that removes both site and biological effects has no utility. One of the most influential sources of biological ...

Article Versions Notes - MDPI

Impact of Preprocessing and Harmonization Methods on the Removal of Scanner Effects in Brain MRI Radiomic Features. Cancers 2021, 13, 3000. https://doi.org ...