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Title: :  Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4
PaperId: :  24298
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-24298
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Sai Krishna PothiniLakiReddy Bali Reddy College Of Engineering
Ummadi Surya Venkata SekharLakiReddy Bali Reddy College Of Engineering
Madhavi VemireddySri Padmavati Mahila Visvavidyalayam

Abstract

Aritificial Intelligence
Stable Diffusion, prompt engineering, generative AI, text-to-image, artificial intelligence, machine learning, artistic style, genre-specific, descriptive language, genre references, targeted keywords, science fiction.
This research investigates the transformative potential of prompt engineering in guiding Stable Diffusion v1.4, a state-of-the-art text-to-image model, towards generating images that embody specific artistic genres. We delve into how crafting prompts imbued with rich detail, evocative genre references, and meticulously chosen keywords can exert a profound influence on the content, style, and level of detail manifested in the final outputs. Focusing on three distinct artistic domains - Science Fiction, Portraiture, and Fantasy - this study leverages Stable Diffusion v1.4 to demonstrate the remarkable impact of prompt design. By systematically varying elements within prompts across these genres, we generate a diverse set of images. We then employ a custom-developed image_grid function to create a compelling visual comparison, effectively showcasing how seemingly minor adjustments in prompt construction can significantly alter the visual language and artistic style of the generated outputs. Our research not only underscores the paramount importance of prompt design in unlocking the immense creative potential of Stable Diffusion v1.4, but also paves the way for further exploration in this nascent field. It opens doors to a future where text-to-image models can be harnessed as powerful tools for artistic expression across a wide spectrum of genres and artistic styles. By meticulously crafting prompts and leveraging the capabilities of models like Stable Diffusion, artists and researchers can unlock innovative avenues for creative exploration within the realm of AI-generated art.

Citations

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IJARIIE Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, and Madhavi Vemireddy. "Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 5325-5345
MLA Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, and Madhavi Vemireddy. "Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 5325-5345.
APA Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, & Madhavi Vemireddy. (2024). Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 5325-5345.
Chicago Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, and Madhavi Vemireddy. "Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 5325-5345.
Oxford Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, and Madhavi Vemireddy. 'Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 5325-5345. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Exploring_Prompt_Design_for_Genre_Specific_Image_Generation_with_Stable_Diffusion_v1_4_ijariie24298.pdf (Accessed : 02 September 2024).
Harvard Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, and Madhavi Vemireddy. (2024) 'Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 5325-5345IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Exploring_Prompt_Design_for_Genre_Specific_Image_Generation_with_Stable_Diffusion_v1_4_ijariie24298.pdf (Accessed : 02 September 2024)
IEEE Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, and Madhavi Vemireddy, "Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 5325-5345, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Exploring_Prompt_Design_for_Genre_Specific_Image_Generation_with_Stable_Diffusion_v1_4_ijariie24298.pdf [Accessed : 02 September 2024].
Turabian Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, and Madhavi Vemireddy. "Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 (02 September 2024).
Vancouver Sai Krishna Pothini, Ummadi Surya Venkata Sekhar, and Madhavi Vemireddy. Exploring Prompt Design for Genre-Specific Image Generation with Stable Diffusion v1.4. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 02 September 2024]; 10(3) : 5325-5345. Available from: https://ijariie.com/AdminUploadPdf/Exploring_Prompt_Design_for_Genre_Specific_Image_Generation_with_Stable_Diffusion_v1_4_ijariie24298.pdf
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