Pseudo-code for encrypting high-dimensional medical data attributes. by Yonggang Huang (223155)

Field photo diagnostic imaging by Hirokuni Miyamoto (16318251)

“…IMG_1899.JPG is not used to analyze because the whole body of fish is not taken.</p><p dir="ltr">Data_file_fish_new.xlsx: Whole raw data</p><p dir="ltr">utils.py (causion: same to original command name "utils.py" for "<code>machine_learning.py"</code>in the GitHub website "<a href="https://github.com/hmiyamoto2000/program_tai1_Texture_main/tree/v1.0.6" target="_blank">program_tai1_Texture_main</a><a href="https://github.com/hmiyamoto2000/program_tai1_Texture_main/tree/v2.0.1" target="_blank">(https://github.com/hmiyamoto2000/program_tai1_Texture_main/tree/v2.0.1</a>)": optional command for feature selection based on machine learning algorithms (The new command "utils.py" fix the random seed to control the randomness and reduce uncertainty in the training process to improve reproducibility and stability of the results.)…”

codes by Aytaç PEKMEZCİ (21548648)

PRISMA flowchart for the study selection process. by Yong Lin Lai (20854961)

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Code and data for the paper "Investigating machine learning algorithms to classify label-free images of pancreatic neuroendocrine neoplasms" by Noelle Madyson Daigle (22120114)

“…<p dir="ltr">Code and data for analysis detailed in the paper "Investigating machine learning algorithms to classify label-free images of pancreatic neuroendocrine neoplasms." …”

Comparison of ROI masks generated using different algorithm parameters. by Virgil Christian Garcia Castillo (19688355)

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The experimental basic environmental parameters. by Guangmei Ma (21432861)

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Significant region segmentation. by Guangmei Ma (21432861)

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CNN structure. by Guangmei Ma (21432861)

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Comprehensive comparison of existing methods. by Guangmei Ma (21432861)

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Method training loss testing. by Guangmei Ma (21432861)

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Analysis of rotational non-deformation characterization. by Guangmei Ma (21432861)

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Segmentation results of physical images. by Guangmei Ma (21432861)

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Scale ratio change test. by Guangmei Ma (21432861)

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Standard model selected for research. by Guangmei Ma (21432861)

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Multi-scale representation of two-dimensional linear graphs. by Guangmei Ma (21432861)

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Pixel ring feature expression. by Guangmei Ma (21432861)

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Analysis of corner extraction results. by Guangmei Ma (21432861)

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Feature recognition accuracy testing. by Guangmei Ma (21432861)

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Local Means Thresholding Algorithm shows high robustness. by Araven Tiroumalechetty (17827252)