Field photo diagnostic imaging حسب 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 حسب Aytaç PEKMEZCİ (21548648)

PRISMA flowchart for the study selection process. حسب 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" حسب 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. حسب Virgil Christian Garcia Castillo (19688355)

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

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Significant region segmentation. حسب Guangmei Ma (21432861)

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CNN structure. حسب Guangmei Ma (21432861)

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

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Method training loss testing. حسب Guangmei Ma (21432861)

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

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

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Scale ratio change test. حسب Guangmei Ma (21432861)

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

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

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Pixel ring feature expression. حسب Guangmei Ma (21432861)

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

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Feature recognition accuracy testing. حسب Guangmei Ma (21432861)

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

FIS image analysis using the semi-automatic algorithm. حسب Anna Demchenko (18449439)

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