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advanced image data analyser v. 4.13 (aida)  (FUJIFILM)

 
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    Structured Review

    FUJIFILM advanced image data analyser v. 4.13 (aida)
    Advanced Image Data Analyser V. 4.13 (Aida), supplied by FUJIFILM, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/image+data/advanced+image+data+analysis++aida++software/pmc11113845-143-5-12
    Average 90 stars, based on 1 article reviews
    advanced image data analyser v. 4.13 (aida) - by Bioz Stars, 2026-11
    90/100 stars

    Images

    Related Articles

    Imaging:

    Article Title: Fission Yeast Iec1-Ino80-Mediated Nucleosome Eviction Regulates Nucleotide and Phosphate Metabolism
    Article Snippet: The signal generated by the mRNA was quantified using a phosphorimager (Fuji) linked to Advanced Image Data Analysis (AIDA) software (Fujifilm) and normalized either relative to actin or relative to the ethidium bromide-stained 25S rRNA band with the AIDA software.

    Article Title: Histidine-domain-containing protein tyrosine phosphatase regulates platelet-derived growth factor receptor intracellular sorting and degradation.
    Article Snippet: ⁎ Corresponding author.. Ludwig Institute for Canc Laboratory, Box 595, Biomedical Center, SE-751 24 Uppsa E-mail address: johan.lennartsson@LICR.uu.se (J. Lenn 1 Present address: NanoTemper Technologies Gmb Munchen, Germany.. 2 Present address: Department of Basic and Clinic Psychiatry, Psychology and Neuroscience, King's College L 3 Present address: Vedim Sp z o.o.

    Article Title: Fibulin-2 is involved in early extracellular matrix development of the outgrowing mouse mammary epithelium.
    Article Snippet: to the epithelium become microscopically visible, but was down-regulated thereafter. exposure to exogenous oestrogen (e2) or e2 plus progesterone (P) increased Fbln2 mRNa expression in the pubertal gland, indicating hormonal control.. FBLN2 was co-expressed and co-localised with the proteoglycan versican (VCaN) and co-localised with laminin (LN), while over-expression of FBLN2 in hC-11 cells increased cell adhesion to several extracellular matrix proteins including LN and fibronectin, but not collagens.. Mammary glands from Fbln2 knockout mice showed no obvious phenotype but increased fibulin-1 (FBLN1) staining was detected, suggesting a compensatory mechanism by other fibulin family members.

    Article Title: Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl 4 -induced liver fibrosis in mice.
    Article Snippet: Author’s Accepted Manuscript Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl4-induced liver fibrosis in mice Peng Xia, Honglin He, Modrak Samantha Kristine, Wen Guan, Jin Gao, Zhen Wang, Jianjun Hu, Lei Han, Jinjing Li, Wei Han, Yan Yu PII: S0014-2999(18)30292-9 DOI: https://doi.org/10.1016/j.ejphar.2018.05.030 Reference: EJP71812 To appear in: European Journal of Pharmacology Received date: 16 April 2018 Revised date: 8 May 2018 Accepted date: 18 May 2018 Cite this article as: Peng Xia, Honglin He, Modrak Samantha Kristine, Wen Guan, Jin Gao, Zhen Wang, Jianjun Hu, Lei Han, Jinjing Li, Wei Han and Yan Yu, Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl4-induced liver fibrosis in mice, European Journal of Pharmacology, https://doi.org/10.1016/j.ejphar.2018.05.030 This is a PDF file of an unedited manuscript that has been accepted for publication.. As a service to our customers we are providing this early version of the manuscript.. The manuscript will undergo copyediting, typesetting, and review of the resulting galley proof before it is published in its final citable form.

    Article Title: Rab GTPase regulation of VEGFR2 trafficking and signaling in endothelial cells
    Article Snippet: Single slice sections were imaged, averaged and collected using Zeiss acquisition software.

    Article Title: The S100A6 calcium-binding protein regulates endothelial cell-cycle progression and senescence.
    Article Snippet: A Fuji LAS-3000 digital imaging workstation and ADVANCED IMAGE DATA ANALYSER (AIDA) 2.11 software (Fujifilm, Tokyo, Japan) were used for data collection as TIFF files and subsequent quantification.

    Article Title: Fibulin-2 is involved in early extracellular matrix development of the outgrowing mouse mammary epithelium
    Article Snippet: Images were manipulated using an Advanced Image Data Analyser v. 4.13 (Aida) (Fujifilm UK Ltd.) or Adobe Photoshop CS2 (Adobe Photoshop Systems Inc., Mountain View, US).

    Article Title: The Ubiquitin Ligases c-Cbl and Cbl-b Negatively Regulate Platelet-derived Growth Factor (PDGF) BB-induced Chemotaxis by Affecting PDGF Receptor β (PDGFRβ) Internalization and Signaling
    Article Snippet: Densitometrical analysis of immunoblots was performed using advanced image data analyzer (AIDA) software (Fujifilm).

    Software:

    Article Title: Fission Yeast Iec1-Ino80-Mediated Nucleosome Eviction Regulates Nucleotide and Phosphate Metabolism
    Article Snippet: The signal generated by the mRNA was quantified using a phosphorimager (Fuji) linked to Advanced Image Data Analysis (AIDA) software (Fujifilm) and normalized either relative to actin or relative to the ethidium bromide-stained 25S rRNA band with the AIDA software.

    Article Title: Histidine-domain-containing protein tyrosine phosphatase regulates platelet-derived growth factor receptor intracellular sorting and degradation.
    Article Snippet: ⁎ Corresponding author.. Ludwig Institute for Canc Laboratory, Box 595, Biomedical Center, SE-751 24 Uppsa E-mail address: johan.lennartsson@LICR.uu.se (J. Lenn 1 Present address: NanoTemper Technologies Gmb Munchen, Germany.. 2 Present address: Department of Basic and Clinic Psychiatry, Psychology and Neuroscience, King's College L 3 Present address: Vedim Sp z o.o.

    Article Title: Fibulin-2 is involved in early extracellular matrix development of the outgrowing mouse mammary epithelium.
    Article Snippet: to the epithelium become microscopically visible, but was down-regulated thereafter. exposure to exogenous oestrogen (e2) or e2 plus progesterone (P) increased Fbln2 mRNa expression in the pubertal gland, indicating hormonal control.. FBLN2 was co-expressed and co-localised with the proteoglycan versican (VCaN) and co-localised with laminin (LN), while over-expression of FBLN2 in hC-11 cells increased cell adhesion to several extracellular matrix proteins including LN and fibronectin, but not collagens.. Mammary glands from Fbln2 knockout mice showed no obvious phenotype but increased fibulin-1 (FBLN1) staining was detected, suggesting a compensatory mechanism by other fibulin family members.

    Article Title: Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl 4 -induced liver fibrosis in mice.
    Article Snippet: Author’s Accepted Manuscript Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl4-induced liver fibrosis in mice Peng Xia, Honglin He, Modrak Samantha Kristine, Wen Guan, Jin Gao, Zhen Wang, Jianjun Hu, Lei Han, Jinjing Li, Wei Han, Yan Yu PII: S0014-2999(18)30292-9 DOI: https://doi.org/10.1016/j.ejphar.2018.05.030 Reference: EJP71812 To appear in: European Journal of Pharmacology Received date: 16 April 2018 Revised date: 8 May 2018 Accepted date: 18 May 2018 Cite this article as: Peng Xia, Honglin He, Modrak Samantha Kristine, Wen Guan, Jin Gao, Zhen Wang, Jianjun Hu, Lei Han, Jinjing Li, Wei Han and Yan Yu, Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl4-induced liver fibrosis in mice, European Journal of Pharmacology, https://doi.org/10.1016/j.ejphar.2018.05.030 This is a PDF file of an unedited manuscript that has been accepted for publication.. As a service to our customers we are providing this early version of the manuscript.. The manuscript will undergo copyediting, typesetting, and review of the resulting galley proof before it is published in its final citable form.

    Article Title: Rab GTPase regulation of VEGFR2 trafficking and signaling in endothelial cells
    Article Snippet: Single slice sections were imaged, averaged and collected using Zeiss acquisition software.

    Article Title: The S100A6 calcium-binding protein regulates endothelial cell-cycle progression and senescence.
    Article Snippet: A Fuji LAS-3000 digital imaging workstation and ADVANCED IMAGE DATA ANALYSER (AIDA) 2.11 software (Fujifilm, Tokyo, Japan) were used for data collection as TIFF files and subsequent quantification.

    Article Title: Fibulin-2 is involved in early extracellular matrix development of the outgrowing mouse mammary epithelium
    Article Snippet: Images were manipulated using an Advanced Image Data Analyser v. 4.13 (Aida) (Fujifilm UK Ltd.) or Adobe Photoshop CS2 (Adobe Photoshop Systems Inc., Mountain View, US).

    Article Title: The Ubiquitin Ligases c-Cbl and Cbl-b Negatively Regulate Platelet-derived Growth Factor (PDGF) BB-induced Chemotaxis by Affecting PDGF Receptor β (PDGFRβ) Internalization and Signaling
    Article Snippet: Densitometrical analysis of immunoblots was performed using advanced image data analyzer (AIDA) software (Fujifilm).

    Western Blot:

    Article Title: Fission Yeast Iec1-Ino80-Mediated Nucleosome Eviction Regulates Nucleotide and Phosphate Metabolism
    Article Snippet: The signal generated by the mRNA was quantified using a phosphorimager (Fuji) linked to Advanced Image Data Analysis (AIDA) software (Fujifilm) and normalized either relative to actin or relative to the ethidium bromide-stained 25S rRNA band with the AIDA software.

    Article Title: Histidine-domain-containing protein tyrosine phosphatase regulates platelet-derived growth factor receptor intracellular sorting and degradation.
    Article Snippet: ⁎ Corresponding author.. Ludwig Institute for Canc Laboratory, Box 595, Biomedical Center, SE-751 24 Uppsa E-mail address: johan.lennartsson@LICR.uu.se (J. Lenn 1 Present address: NanoTemper Technologies Gmb Munchen, Germany.. 2 Present address: Department of Basic and Clinic Psychiatry, Psychology and Neuroscience, King's College L 3 Present address: Vedim Sp z o.o.

    Article Title: Fibulin-2 is involved in early extracellular matrix development of the outgrowing mouse mammary epithelium.
    Article Snippet: to the epithelium become microscopically visible, but was down-regulated thereafter. exposure to exogenous oestrogen (e2) or e2 plus progesterone (P) increased Fbln2 mRNa expression in the pubertal gland, indicating hormonal control.. FBLN2 was co-expressed and co-localised with the proteoglycan versican (VCaN) and co-localised with laminin (LN), while over-expression of FBLN2 in hC-11 cells increased cell adhesion to several extracellular matrix proteins including LN and fibronectin, but not collagens.. Mammary glands from Fbln2 knockout mice showed no obvious phenotype but increased fibulin-1 (FBLN1) staining was detected, suggesting a compensatory mechanism by other fibulin family members.

    Article Title: Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl 4 -induced liver fibrosis in mice.
    Article Snippet: Author’s Accepted Manuscript Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl4-induced liver fibrosis in mice Peng Xia, Honglin He, Modrak Samantha Kristine, Wen Guan, Jin Gao, Zhen Wang, Jianjun Hu, Lei Han, Jinjing Li, Wei Han, Yan Yu PII: S0014-2999(18)30292-9 DOI: https://doi.org/10.1016/j.ejphar.2018.05.030 Reference: EJP71812 To appear in: European Journal of Pharmacology Received date: 16 April 2018 Revised date: 8 May 2018 Accepted date: 18 May 2018 Cite this article as: Peng Xia, Honglin He, Modrak Samantha Kristine, Wen Guan, Jin Gao, Zhen Wang, Jianjun Hu, Lei Han, Jinjing Li, Wei Han and Yan Yu, Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl4-induced liver fibrosis in mice, European Journal of Pharmacology, https://doi.org/10.1016/j.ejphar.2018.05.030 This is a PDF file of an unedited manuscript that has been accepted for publication.. As a service to our customers we are providing this early version of the manuscript.. The manuscript will undergo copyediting, typesetting, and review of the resulting galley proof before it is published in its final citable form.

    Article Title: Rab GTPase regulation of VEGFR2 trafficking and signaling in endothelial cells
    Article Snippet: Single slice sections were imaged, averaged and collected using Zeiss acquisition software.

    Article Title: The S100A6 calcium-binding protein regulates endothelial cell-cycle progression and senescence.
    Article Snippet: A Fuji LAS-3000 digital imaging workstation and ADVANCED IMAGE DATA ANALYSER (AIDA) 2.11 software (Fujifilm, Tokyo, Japan) were used for data collection as TIFF files and subsequent quantification.

    Article Title: Fibulin-2 is involved in early extracellular matrix development of the outgrowing mouse mammary epithelium
    Article Snippet: Images were manipulated using an Advanced Image Data Analyser v. 4.13 (Aida) (Fujifilm UK Ltd.) or Adobe Photoshop CS2 (Adobe Photoshop Systems Inc., Mountain View, US).

    Article Title: The Ubiquitin Ligases c-Cbl and Cbl-b Negatively Regulate Platelet-derived Growth Factor (PDGF) BB-induced Chemotaxis by Affecting PDGF Receptor β (PDGFRβ) Internalization and Signaling
    Article Snippet: Densitometrical analysis of immunoblots was performed using advanced image data analyzer (AIDA) software (Fujifilm).

    Generated:

    Article Title: Fission Yeast Iec1-Ino80-Mediated Nucleosome Eviction Regulates Nucleotide and Phosphate Metabolism
    Article Snippet: The signal generated by the mRNA was quantified using a phosphorimager (Fuji) linked to Advanced Image Data Analysis (AIDA) software (Fujifilm) and normalized either relative to actin or relative to the ethidium bromide-stained 25S rRNA band with the AIDA software.

    Article Title: Histidine-domain-containing protein tyrosine phosphatase regulates platelet-derived growth factor receptor intracellular sorting and degradation.
    Article Snippet: ⁎ Corresponding author.. Ludwig Institute for Canc Laboratory, Box 595, Biomedical Center, SE-751 24 Uppsa E-mail address: johan.lennartsson@LICR.uu.se (J. Lenn 1 Present address: NanoTemper Technologies Gmb Munchen, Germany.. 2 Present address: Department of Basic and Clinic Psychiatry, Psychology and Neuroscience, King's College L 3 Present address: Vedim Sp z o.o.

    Article Title: Fibulin-2 is involved in early extracellular matrix development of the outgrowing mouse mammary epithelium.
    Article Snippet: to the epithelium become microscopically visible, but was down-regulated thereafter. exposure to exogenous oestrogen (e2) or e2 plus progesterone (P) increased Fbln2 mRNa expression in the pubertal gland, indicating hormonal control.. FBLN2 was co-expressed and co-localised with the proteoglycan versican (VCaN) and co-localised with laminin (LN), while over-expression of FBLN2 in hC-11 cells increased cell adhesion to several extracellular matrix proteins including LN and fibronectin, but not collagens.. Mammary glands from Fbln2 knockout mice showed no obvious phenotype but increased fibulin-1 (FBLN1) staining was detected, suggesting a compensatory mechanism by other fibulin family members.

    Article Title: Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl 4 -induced liver fibrosis in mice.
    Article Snippet: Author’s Accepted Manuscript Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl4-induced liver fibrosis in mice Peng Xia, Honglin He, Modrak Samantha Kristine, Wen Guan, Jin Gao, Zhen Wang, Jianjun Hu, Lei Han, Jinjing Li, Wei Han, Yan Yu PII: S0014-2999(18)30292-9 DOI: https://doi.org/10.1016/j.ejphar.2018.05.030 Reference: EJP71812 To appear in: European Journal of Pharmacology Received date: 16 April 2018 Revised date: 8 May 2018 Accepted date: 18 May 2018 Cite this article as: Peng Xia, Honglin He, Modrak Samantha Kristine, Wen Guan, Jin Gao, Zhen Wang, Jianjun Hu, Lei Han, Jinjing Li, Wei Han and Yan Yu, Therapeutic effects of recombinant human S100A6 and soluble receptor for advanced glycation end products(sRAGE) on CCl4-induced liver fibrosis in mice, European Journal of Pharmacology, https://doi.org/10.1016/j.ejphar.2018.05.030 This is a PDF file of an unedited manuscript that has been accepted for publication.. As a service to our customers we are providing this early version of the manuscript.. The manuscript will undergo copyediting, typesetting, and review of the resulting galley proof before it is published in its final citable form.

    Article Title: Rab GTPase regulation of VEGFR2 trafficking and signaling in endothelial cells
    Article Snippet: Single slice sections were imaged, averaged and collected using Zeiss acquisition software.

    Article Title: The S100A6 calcium-binding protein regulates endothelial cell-cycle progression and senescence.
    Article Snippet: A Fuji LAS-3000 digital imaging workstation and ADVANCED IMAGE DATA ANALYSER (AIDA) 2.11 software (Fujifilm, Tokyo, Japan) were used for data collection as TIFF files and subsequent quantification.

    Article Title: Fibulin-2 is involved in early extracellular matrix development of the outgrowing mouse mammary epithelium
    Article Snippet: Images were manipulated using an Advanced Image Data Analyser v. 4.13 (Aida) (Fujifilm UK Ltd.) or Adobe Photoshop CS2 (Adobe Photoshop Systems Inc., Mountain View, US).

    Article Title: The Ubiquitin Ligases c-Cbl and Cbl-b Negatively Regulate Platelet-derived Growth Factor (PDGF) BB-induced Chemotaxis by Affecting PDGF Receptor β (PDGFRβ) Internalization and Signaling
    Article Snippet: Densitometrical analysis of immunoblots was performed using advanced image data analyzer (AIDA) software (Fujifilm).



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    Image Search Results


    Illustration of 22 varieties of panicle images of primitive paddy.

    Journal: Data in Brief

    Article Title: A benchmark dataset of Primitive Indian Paddy Panicle Images and identification via deep residual transfer learning

    doi: 10.1016/j.dib.2026.112774

    Figure Lengend Snippet: Illustration of 22 varieties of panicle images of primitive paddy.

    Article Snippet: Mendeley Data Primitive Indian Paddy Panicle Images (Original data) .

    Techniques:

    Class distribution of the Dry Fish Dataset.

    Journal: Data in Brief

    Article Title: Dry Fish Image dataset: Data-driven analysis and deep learning-based classification

    doi: 10.1016/j.dib.2026.112683

    Figure Lengend Snippet: Class distribution of the Dry Fish Dataset.

    Article Snippet: Mendeley Data Dry Fish Image Dataset (Original data) .

    Techniques:

    The four categories of image samples included in the Fire Recognition Image Dataset . Top row: (a) Fire – images showing active flames; (b) Smoke – images containing visible smoke plumes. Bottom row: (c) Safe Fire – non-hazardous scenes such as candles or stoves; (d) Artificial Fire – simulated or decorative fire displays.

    Journal: Data in Brief

    Article Title: An open-access fire detection image dataset for research in computer vision and safety monitoring

    doi: 10.1016/j.dib.2026.112801

    Figure Lengend Snippet: The four categories of image samples included in the Fire Recognition Image Dataset . Top row: (a) Fire – images showing active flames; (b) Smoke – images containing visible smoke plumes. Bottom row: (c) Safe Fire – non-hazardous scenes such as candles or stoves; (d) Artificial Fire – simulated or decorative fire displays.

    Article Snippet: Mendeley Data Fire Recognition Image Dataset (Original data)

    Techniques:

    Workflow illustrating the step-by-step process for generating the Fire Recognition Image Dataset, from video selection to dataset organization and augmentation.

    Journal: Data in Brief

    Article Title: An open-access fire detection image dataset for research in computer vision and safety monitoring

    doi: 10.1016/j.dib.2026.112801

    Figure Lengend Snippet: Workflow illustrating the step-by-step process for generating the Fire Recognition Image Dataset, from video selection to dataset organization and augmentation.

    Article Snippet: Mendeley Data Fire Recognition Image Dataset (Original data)

    Techniques: Selection

    Sample images of AsianVehicle each class.

    Journal: Data in Brief

    Article Title: AsianVehicle: An image dataset of traditional Asian vehicles

    doi: 10.1016/j.dib.2026.112709

    Figure Lengend Snippet: Sample images of AsianVehicle each class.

    Article Snippet: Mendeley Data AsianVehicle: Image Dataset of Traditional Asian Vehicles for Computer Vision (Original data) .

    Techniques:

    Cumulative \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\varepsilon$$\end{document} over communication rounds for the COVID-19 dataset with target \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\varepsilon = 1.9$$\end{document} and \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\delta = 10^{-5}$$\end{document} . The RDP accountant tracks multiple \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\alpha$$\end{document} orders and yields the final \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\varepsilon$$\end{document} at round 75.

    Journal: Scientific Reports

    Article Title: Federated learning with swarm intelligence for efficient and secure medical image analysis

    doi: 10.1038/s41598-026-50882-8

    Figure Lengend Snippet: Cumulative \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\varepsilon$$\end{document} over communication rounds for the COVID-19 dataset with target \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\varepsilon = 1.9$$\end{document} and \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\delta = 10^{-5}$$\end{document} . The RDP accountant tracks multiple \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\alpha$$\end{document} orders and yields the final \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\varepsilon$$\end{document} at round 75.

    Article Snippet: This study utilizes publicly available datasets, specifically the COVID-19 image data, Monkeypox image data, and Breast Cancer Wisconsin (Diagnostic) data, all of which were collected and shared according to relevant ethical guidelines and regulations as verified by their respective providers: The COVID-19 dataset was made available by Paul Timothy Mooney on Kaggle for research purposes and has been widely used in the academic community for developing diagnostic algorithms.

    Techniques:

    Performance analysis for Hospital Model A (Client A) across COVID-19, Monkeypox, and Breast Cancer datasets. The radar charts display accuracy, precision, recall, specificity, and F1-score metrics for different CNN-optimization combinations.

    Journal: Scientific Reports

    Article Title: Federated learning with swarm intelligence for efficient and secure medical image analysis

    doi: 10.1038/s41598-026-50882-8

    Figure Lengend Snippet: Performance analysis for Hospital Model A (Client A) across COVID-19, Monkeypox, and Breast Cancer datasets. The radar charts display accuracy, precision, recall, specificity, and F1-score metrics for different CNN-optimization combinations.

    Article Snippet: This study utilizes publicly available datasets, specifically the COVID-19 image data, Monkeypox image data, and Breast Cancer Wisconsin (Diagnostic) data, all of which were collected and shared according to relevant ethical guidelines and regulations as verified by their respective providers: The COVID-19 dataset was made available by Paul Timothy Mooney on Kaggle for research purposes and has been widely used in the academic community for developing diagnostic algorithms.

    Techniques:

    Performance evaluation for Hospital Model B (Client B) showing superior COVID-19 detection capabilities with VGG16 + PSO and exceptional Monkeypox classification using Inception + PSO across all evaluation metrics.

    Journal: Scientific Reports

    Article Title: Federated learning with swarm intelligence for efficient and secure medical image analysis

    doi: 10.1038/s41598-026-50882-8

    Figure Lengend Snippet: Performance evaluation for Hospital Model B (Client B) showing superior COVID-19 detection capabilities with VGG16 + PSO and exceptional Monkeypox classification using Inception + PSO across all evaluation metrics.

    Article Snippet: This study utilizes publicly available datasets, specifically the COVID-19 image data, Monkeypox image data, and Breast Cancer Wisconsin (Diagnostic) data, all of which were collected and shared according to relevant ethical guidelines and regulations as verified by their respective providers: The COVID-19 dataset was made available by Paul Timothy Mooney on Kaggle for research purposes and has been widely used in the academic community for developing diagnostic algorithms.

    Techniques:

    Hospital Model C (Client C) performance analysis demonstrating exceptional consistency across all medical datasets, with VGG16 + PSO excelling in COVID-19 detection and Inception + PSO achieving superior Monkeypox classification accuracy.

    Journal: Scientific Reports

    Article Title: Federated learning with swarm intelligence for efficient and secure medical image analysis

    doi: 10.1038/s41598-026-50882-8

    Figure Lengend Snippet: Hospital Model C (Client C) performance analysis demonstrating exceptional consistency across all medical datasets, with VGG16 + PSO excelling in COVID-19 detection and Inception + PSO achieving superior Monkeypox classification accuracy.

    Article Snippet: This study utilizes publicly available datasets, specifically the COVID-19 image data, Monkeypox image data, and Breast Cancer Wisconsin (Diagnostic) data, all of which were collected and shared according to relevant ethical guidelines and regulations as verified by their respective providers: The COVID-19 dataset was made available by Paul Timothy Mooney on Kaggle for research purposes and has been widely used in the academic community for developing diagnostic algorithms.

    Techniques:

    Hospital Model D (Client D) performance evaluation showing exceptional COVID-19 detection with VGG16 + PSO achieving 96.71% accuracy and superior Monkeypox classification using Inception + PSO with balanced precision and recall metrics.

    Journal: Scientific Reports

    Article Title: Federated learning with swarm intelligence for efficient and secure medical image analysis

    doi: 10.1038/s41598-026-50882-8

    Figure Lengend Snippet: Hospital Model D (Client D) performance evaluation showing exceptional COVID-19 detection with VGG16 + PSO achieving 96.71% accuracy and superior Monkeypox classification using Inception + PSO with balanced precision and recall metrics.

    Article Snippet: This study utilizes publicly available datasets, specifically the COVID-19 image data, Monkeypox image data, and Breast Cancer Wisconsin (Diagnostic) data, all of which were collected and shared according to relevant ethical guidelines and regulations as verified by their respective providers: The COVID-19 dataset was made available by Paul Timothy Mooney on Kaggle for research purposes and has been widely used in the academic community for developing diagnostic algorithms.

    Techniques: