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The use of human specimens was authorized by the French Ministry of Higher Education and Research (CODECOH number DC-2019-3422). Synchrotron radiation phase contrast micro-computed tomography (SR phase contrast micro-CT) Samples were imaged on the ANATOMIX beamline at the Synchrotron SOLEIL, Orsay...
We have performed several experiments in cross-dataset evaluation setup on different datasets to validate the robustness and effectiveness of the proposed framework. The JSRT dataset is initially split into five subsets. The five-folds cross-validation is then carried out with one fold being dedicated...
The five input parameters (SCA1, SPA1, SSC, SPA2, and 2/5 MW) used in the three regression models in this study are morphological parameters in the image parameters. This is a very satisfying finding because it means that more focus can be placed on morphological parameters in the ...
mainly the unannounced decision of the ruling junta, the State Peace and Development Council, to remove fuel subsidies which caused the price of diesel and petrol to suddenly rise as much as 100%, and the price of compressed natural gas for buses to increase fivefold in less than a week. ...
In these experiments, five-fold cross-validation was used, where 80% of the total images were used for training and 20% for testing. Out of the training dataset, a subset of 20% was utilized for validation to avoid overfitting [46]. Table 1 shows the details of the number of training,...
the features of the five lung lobes are merged, and the selection of features is accomplished through the utilization of a variance threshold, t-Test, least absolute shrinkage and selection operator (LASSO). Finally, the COPD severity was classified by a support vector machine (SVM) classifier....
For the Pix2Pix-based method and the template-based methods, the metrics of each of the five normalized domains were averaged. Additionally, for the template-based methods, metrics were averaged over the three templates. The results of the classifiers are from the five models of the 5-fold ...
12 non-DF cases) from the Clinical Proteomic Tumor Analysis Consortium Cutaneous Melanoma (CPTAC-CM) public database were firstly annotated by our expert pathologists and then automatically split into crops, which were later employed to train and validate the proposed model using a fivefold cross-...
of the state-of-the-art uncertainty estimation methods for OOD detection in retinal OCT imaging. The analysis was performed within the use-case of automated screening and staging of age-related macular degeneration (AMD), one of the leading causes of blindness worldwide, where we achieved a ...