FUZZY REGION MERGING WITH HIERARCHICAL CLUSTERING TO FIND OPTIMAL INITIALIZATION OF FUZZY REGION IN IMAGE SEGMENTATION by Wawan GUNAWAN

“…Image segmentation is also a fundamental stage in the development of other image applications such as object recognition, target tracking, computer vision, and biomedical image processing. Interactive image segmentation methods with additional user interaction are still popular in research. …”
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Enhancing precision in multiple sclerosis lesion segmentation: A U-net based machine learning approach with data augmentation by Oezdemir Cetin, Berkay Canel, Gamze Dogali, Unal Sakoglu

“…The proposed algorithm employs Convolutional Neural Networks (CNNs) in the form of U-Net architecture, a renowned model for biomedical image segmentation. To address the issue of insufficient training data, data augmentation techniques have been implemented, enhancing the diversity and volume of the training set. …”
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Microstructure of the human metastatic vertebral body by Giulia Cavazzoni, Giulia Cavazzoni, Giulia Cavazzoni, Enrico Dall’Ara, Enrico Dall’Ara, Marco Palanca, Marco Palanca, Marco Palanca

“…Little is known about the microstructure of the metastatic tissue, the microstructure of the tissue surrounding the lesion, and how it does compare with vertebrae with no lesions observed on the biomedical images. A comprehensive assessment of the microstructural properties of the entire vertebral body can be obtained with micro computed tomography. …”
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Gestational exposure to environmental chemical mixtures and cognitive abilities in children: A pooled analysis of two North American birth cohorts by Jagadeesh Puvvula, Wei-Ting Hwang, Lawrence McCandless, Changchun Xie, Joseph M. Braun, Ann M. Vuong, Youssef Oulhote, Enrique F. Schisterman, Russell T. Shinohara, Linda Booij, Maryse F. Bouchard, Kristin Linn, Michael M. Borghese, Jean R. Seguin, Angelika Zidek, Christine Till, William Fraser, Kimberly Yolton, Kim M. Cecil, Jillian Ashley-Martin, Tye E. Arbuckle, Bruce Lanphear, Aimin Chen

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Resting fMRI-guided TMS evokes subgenual anterior cingulate response in depression by Romain J. Duprat, Kristin A. Linn, Theodore D. Satterthwaite, Yvette I. Sheline, Ximo Liang, Gabriela Bagdon, Matthew W. Flounders, Heather Robinson, Michael Platt, Joseph Kable, Hannah Long, Morgan Scully, Joseph A. Deluisi, Michael Thase, Mario Cristancho, Julie Grier, Camille Blaine, Almaris Figueroa-González, Desmond J. Oathes

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