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ArticlePeer ReviewedOpen AccessPlagiarism Passed
Paper ID:10.55041/IJSREM32152

WordCanvas: Text-to-Image Generation

Stream/Area:

-

Subject:

-

Paper ID:

10.55041/IJSREM32152

Volume:

8 |

5 |

May 2024

Pages:

Publication Frequency:

Monthly (12 issues per year)

DOI
Digital Object Identifier
10.55041/IJSREM32152

License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.

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Authors

PKW

Prof. Kumud Wasnik

PB

Pratiksha Barman

PA

Pranjali Avhad

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Abstract

This project investigates the novel use of stable dif- fusion techniques to generate high-quality images from detailed text descriptions. The combination of natural language under- standing and computer vision in text-to-image conversion opens up new possibilities for content creation and communication. Using cutting-edge stable diffusion models, our project builds a solid foundation for the generation process, which includes tokenization, pre-processing, specialized architecture design, and post-processing techniques. The advantages include eye-catching images, increased user engagement, content personalization, and improved accessibility. Automation of content generation has applications in marketing, education, data visualization, and creative expression. However, challenges such as model accuracy, ethical concerns, and biases need addressing. Achieving a balance between automation and human supervision is critical for the responsible application of this transformative capability.

KEYWORDS

Stable diffusion Text-to-image conversion Nat- ural language understanding Pre – processing Post-processing techniques Content personalization

Cite This Article

Prof. Kumud Wasnik, Pratiksha Barman, Pranjali Avhad, "WordCanvas: Text-to-Image Generation," International Journal of Scientific Research in Engineering and Management, vol. 8, no. 5, May 2024. https://doi.org/10.55041/IJSREM32152

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Publication Date

12/31/45418

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Double-Blind Peer Review

Review Rounds: 2

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The authors declare no conflict of interest related to this research work.

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