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Title: :  AI BASED TEXT TO IMAGE GENERATION USING CNN
PaperId: :  26613
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26613
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Sakshi BagadePravara Rural Engineering College
Komal KadamPravara Rural Engineering College
Sakshi VikhePravara Rural Engineering College
Kote PratikshaPravara Rural Engineering College
P. B. VikhePravara Rural Engineering College

Abstract

Computer Engineering
Text-to-Image, Deep Learning, CNN, Generative Model, Image Synthesis, Natural Language Processing, Artificial Intelligence
This paper presents a novel approach to generate images from textual descriptions using Convolutional Neural Networks (CNN). The system interprets user input in natural language and synthesizes a visually coherent image that represents the input text. By leveraging a deep learning-based encoder-decoder architecture, the model converts linguistic features into spatial image representations. The CNN acts as a generative decoder that progressively constructs images from learned text embeddings. This technique finds practical applications in art generation, accessibility tools, content creation, and more. The implementation demonstrates promising results with moderate computational needs and strong generalization for simple to moderately complex image concepts. This technology has broad applications across various domains, including photo-searching, digital art, computer-aided design, and image reconstruction. A key component in this process is the Convolutional Neural Network (CNN), a deep learning architecture renowned for its effectiveness in image recognition and feature extraction. CNNs excel in processing visual data, making them ideal for tasks requiring high accuracy in image classification and generation.

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IJARIIE Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, and P. B. Vikhe. "AI BASED TEXT TO IMAGE GENERATION USING CNN" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 1425-1429
MLA Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, and P. B. Vikhe. "AI BASED TEXT TO IMAGE GENERATION USING CNN." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 1425-1429.
APA Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, & P. B. Vikhe. (2025). AI BASED TEXT TO IMAGE GENERATION USING CNN. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 1425-1429.
Chicago Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, and P. B. Vikhe. "AI BASED TEXT TO IMAGE GENERATION USING CNN." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 1425-1429.
Oxford Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, and P. B. Vikhe. 'AI BASED TEXT TO IMAGE GENERATION USING CNN', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 1425-1429. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AI_BASED_TEXT_TO_IMAGE_GENERATION_USING_CNN_ijariie26613.pdf (Accessed : ).
Harvard Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, and P. B. Vikhe. (2025) 'AI BASED TEXT TO IMAGE GENERATION USING CNN', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 1425-1429IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AI_BASED_TEXT_TO_IMAGE_GENERATION_USING_CNN_ijariie26613.pdf (Accessed : )
IEEE Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, and P. B. Vikhe, "AI BASED TEXT TO IMAGE GENERATION USING CNN," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 1425-1429, May-Jun 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/AI_BASED_TEXT_TO_IMAGE_GENERATION_USING_CNN_ijariie26613.pdf [Accessed : ].
Turabian Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, and P. B. Vikhe. "AI BASED TEXT TO IMAGE GENERATION USING CNN." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver Sakshi Bagade, Komal Kadam, Sakshi Vikhe, Kote Pratiksha, and P. B. Vikhe. AI BASED TEXT TO IMAGE GENERATION USING CNN. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 1425-1429. Available from: https://ijariie.com/AdminUploadPdf/AI_BASED_TEXT_TO_IMAGE_GENERATION_USING_CNN_ijariie26613.pdf
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