Comparison of tracing algorithms on FF image (region of interest). Image was applied to algorithms with three different filters: Original/no filtering, Gaussian and DnCnn. Data cor... حسب Youssef Arafat (21009293)

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Comparison of tracing algorithms on DME image (full view) [42]. Image was applied to algorithms with three different filters: Original/no filtering, Gaussian and DnCnn. Data corres... حسب Youssef Arafat (21009293)

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Comparison of tracing algorithms on SHG image (full view) [40]. Image was applied to algorithms with three different filters: Original/no filtering, Gaussian and DnCnn. Data corres... حسب Youssef Arafat (21009293)

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Comparison of tracing algorithms on FF image (full view). Image was applied to algorithms with three different filters: Original/no filtering, Gaussian and DnCnn. Data corresponds... حسب Youssef Arafat (21009293)

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Comparison of tracing algorithms on SHG image (region of interest) [40]. Image was applied to algorithms with three different filters: Original/no filtering, Gaussian and DnCnn. Da... حسب Youssef Arafat (21009293)

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Comparison of tracing algorithms on DME image (region of interest) [42]. Image was applied to algorithms with three different filters: Original/no filtering, Gaussian and DnCnn. Da... حسب Youssef Arafat (21009293)

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Comparison of tracing algorithms on Picrosirius red Breast Cancer Biopsy image (region of interest) [38]. Image was applied to algorithms with three different filters: Original/no... حسب Youssef Arafat (21009293)

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Comparison of tracing algorithms on Picrosirius red Breast Cancer Biopsy image (full view) [38]. Image was applied to algorithms with three different filters: Original/no filtering... حسب Youssef Arafat (21009293)

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Training process of HFKG-RFE algorithm. حسب Chunjuan Li (7890182)

"…Therefore, An Algorithm for Heterogeneous Federated Knowledge Graph (HFKG) is proposed to solve this problem by limiting model drift through comparative learning. …"

The overview of process of link by machine learning with local- and global- similarity-based scores. حسب Pei Zhao (487688)

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Algorithm iteration graph. حسب Yun Qi (560401)

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Data supporting figures and tables in Attention-Based Framework for Automated Symbol Recognition and Wiring Design in Electrical Diagrams حسب IKENNA CLEMENT EKEKE (20995226)

"…<h3><b>Dataset Description for Figshare</b></h3><p dir="ltr">This dataset supports the findings of the research titled:</p><p dir="ltr"><b>"Attention-Based Framework for Automated Symbol Recognition and Wiring Design in Electrical Diagrams"</b></p><p dir="ltr"><b>Authors:</b> Ikenna Ekeke, Carlos Francisco Moreno-García, Eyad Elyan<br><b>Affiliation:</b> Robert Gordon University, Aberdeen, Scotland, UK<br><b>Date:</b> April 2025</p><h4><b>Overview</b></h4><p dir="ltr">The research presents an end-to-end deep learning framework combining <b>YOLOv8 object detection</b> with <b>attention mechanisms</b> to improve symbol recognition in electrical diagrams, followed by a <b>graph-based wiring algorithm</b> that automates wire routing between detected symbols. …"

Graph of a molecule. حسب Bettina Soós (10860933)

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Algorithm process. حسب Wei Cui (92129)

Illustration of the data augmentation approaches used to train the U-Net. (a) Original patch (b) Horizontally flipped (c) Vertically flipped (d) Rotation by 90 degrees (e) Gaussian... حسب Youssef Arafat (21009293)

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The Search process of the genetic algorithm. حسب Wenguang Li (6528113)

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Curve graph of various algorithm indicators after category balance. حسب Wan-Hua Zhang (21601139)

The construction process of the FCM clustering algorithm. حسب Xini Fang (20861990)

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A directed acyclic graph of Bayesian network obtained through hill-climbing learning algorithm with threshold  حسب Jaeyeop Choi (12696498)

How Graph Neural Network Interatomic Potentials Extrapolate: Role of the message-passing algorithm حسب Sungwoo Kang (19331707)