Text-to-image generation with enhanced GANs: Bridging semantic gaps using RNN and CNN

• Sadia Ramzan ,

  Contributed equally to this work with: Sadia Ramzan, Tehmina Kalsum

  Roles Conceptualization, Data curation, Investigation, Methodology, Project administration, Resources, Writing – original draft, Writing – review & editing

  Affiliation Department of Computer Science, Emerson University, Multan, Pakistan

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• Hafiz Arslan Ramzan ,

  Roles Conceptualization, Data curation, Methodology, Project administration, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: arslan.ramzan@seecs.edu.pk (HAR); m.akmal@ajman.ac.ae (MAC)

  Affiliation School of Electrical Engineering and Computer Sciences, National University of Sciences and Technology, Islamabad, Pakistan

  https://orcid.org/0009-0007-2027-0824

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• Tehmina Kalsum ,

  Contributed equally to this work with: Sadia Ramzan, Tehmina Kalsum

  Roles Resources, Supervision, Writing – review & editing

  Affiliation Departments of Software Engineering, University of Engineering and Technology, Taxila, Pakistan

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• Mohammed Adnan ,

  Roles Formal analysis, Methodology, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation School of Electrical Engineering and Computer Sciences, National University of Sciences and Technology, Islamabad, Pakistan

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• Muhammad Akmal Chaudhary ,

  Roles Supervision, Validation, Writing – review & editing

  * E-mail: arslan.ramzan@seecs.edu.pk (HAR); m.akmal@ajman.ac.ae (MAC)

  Affiliation Departments of Electrical and Computer Engineering, Ajman University, Ajman, United Arab Emirates

  https://orcid.org/0000-0001-6063-3377

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• Muhammad Moazzam Ali

  Roles Formal analysis, Supervision, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation School of Electrical Engineering and Computer Sciences, National University of Sciences and Technology, Islamabad, Pakistan

  https://orcid.org/0009-0007-0938-3932

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