Copyright © 2025 Authors retain the copyright of this article. This article is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

@article{186916,
        author = {Kunduru Chaitanya Reddy and Mrs. A. Tulasi},
        title = {TEXT-TO-IMAGE GENERATION USING DEEP LEARNING},
        journal = {International Journal of Innovative Research in Technology},
        year = {2025},
        volume = {12},
        number = {6},
        pages = {2554-2557},
        issn = {2349-6002},
        url = {https://ijirt.org/article?manuscript=186916},
        abstract = {This project explores the fascinating intersection of Natural Language Processing (NLP) and deep learning to create a text-to-image generation system. Leveraging the power of Stable Diffusion models, this application translates textual descriptions into corresponding visual representations. The project utilizes the diffusers and transformers libraries within a Python environment, optimized for execution on Google Colab's T4 GPU. A key focus is on user interaction, facilitated through a Gradio-based web interface. This interface allows users to input text prompts, select from various pre-trained Stable Diffusion models, and fine-tune generation parameters like inference steps and guidance scale. Furthermore, the system incorporates an image-to-image editing feature, enabling users to upload existing images and modify them based on textual prompts, controlled by a strength parameter. The project addresses the computational demands of deep learning by employing half-precision floating-point operations (float16) for memory efficiency on the GPU. This project demonstrates the practical application of deep learning for creative content generation and highlights the importance of user-friendly interfaces in democratizing access to advanced AI technologies.},
        keywords = {Artificial Intelligence, Deep Learning, Text-to-Image Generation, Stable Diffusion, Natural Language Processing, Gradio, Image-to-Image Editing.},
        month = {November},
        }