APSO–CNN and FNN algorithms’ loss function training sets. by Ahmed Bahaa (12887063)

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APSO–CNN and FNN algorithms’ loss function validation sets. by Ahmed Bahaa (12887063)

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APSO–WOA–CNN and FNN algorithms’ loss function validation sets. by Ahmed Bahaa (12887063)

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APSO–WOA–CNN and FNN algorithms’ loss function training sets. by Ahmed Bahaa (12887063)

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APSO–WOA–CNN and APSO–CNN algorithms’ loss function validation sets. by Ahmed Bahaa (12887063)

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APSO–WOA–CNN and APSO–CNN algorithms’ loss function training sets. by Ahmed Bahaa (12887063)

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GD and soft loss function (Loss_S) parameters are optimized through the hyperparameter tuning process within their search spaces. by Burcu Ozek (16949357)

The APSO-CNN algorithm flowchart. by Ahmed Bahaa (12887063)

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Evaluation index performance among algorithms. by Ahmed Bahaa (12887063)

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The APSO-WOA-CNN algorithm flowchart. by Ahmed Bahaa (12887063)

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<b>Opti2Phase</b>: Python scripts for two-stage focal reducer by Morgan Najera (21540776)

“…</li></ul><p dir="ltr">The scripts rely on the following Python packages. Where available, repository links are provided:</p><ol><li><b>NumPy</b>, version 1.22.1</li><li><b>SciPy</b>, version 1.7.3</li><li><b>PyGAD</b>, version 3.0.1 — https://pygad.readthedocs.io/en/latest/#</li><li><b>bees-algorithm</b>, version 1.0.2 — https://pypi.org/project/bees-algorithm</li><li><b>KrakenOS</b>, version 1.0.0.19 — https://github.com/Garchupiter/Kraken-Optical-Simulator</li><li><b>matplotlib</b>, version 3.5.2</li></ol><p dir="ltr">All scripts are modular and organized to reflect the design stages described in the manuscript.…”

Results of all algorithms according to evaluation matrices. by Ahmed Bahaa (12887063)

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The SSIM for the different algorithms. by Bingbing Li (461702)

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Performance comparison of different mainstream algorithms. by Haisong Xu (141729)

CNN’s optimal hyperparameters utilizing the APSO–CNN algorithm. by Ahmed Bahaa (12887063)

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APSO–CNN and FNN algorithms’ accuracy validation sets. by Ahmed Bahaa (12887063)

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APSO–CNN and FNN algorithms’ accuracy training sets. by Ahmed Bahaa (12887063)

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Comparison of average precision means of different algorithms. by Haisong Xu (141729)

The control algorithm of MPC for SSI. by Ahmed Abdelaleem (19066115)

CNN’s optimal hyperparameters utilizing the APSO-WOA-CNN algorithm. by Ahmed Bahaa (12887063)

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