Customized Text-to-Image Solutions

In the digital era, the integration of artificial intelligence with creative innovation is transforming content creation. At Deep Vance AI, we've harnessed text-to-image AI technology to pioneer personalized content creation, demonstrating the potential of AI to place individuals in iconic locations worldwide.


Project Genesis


Our project started with an ambitious objective: to generate a series of images situating a single individual against the backdrop of iconic global landmarks. starting with the compilation of an extensive dataset. Over 500 photos were meticulously selected, utilizing Google Photos to curate a diverse and comprehensive collection that captures various facets of the individual's persona.

Figure 1: Individual's real photo.


Technical Odyssey


To enrich the dataset, we employed the "nlpconnect/vit-gpt2-image-captioning" model, generating descriptive captions for each photo. This process was instrumental in creating a textual context for each image, laying the groundwork for the subsequent image generation phase. The captions provided a detailed narrative for each photograph. With the initial captions, we meticulously modified them to include persona's name, ensuring each description was personalized and aligned with the project's vision.


The endeavor centered on optimizing the "runwayml/stable-diffusion-v1-5" model. We encountered and overcame initial challenges by integrating advanced face embedding technology, enhancing the model’s ability to produce realistic and personalized images. This crucial development significantly improved the quality and authenticity of the output.


Breakthrough and Results


The project's outcome was remarkable, yielding high-quality images that were both authentic and personal. This success illustrates the capacity of AI to break new ground, offering tailor-made solutions that resonate on a personal level.

Figure 2: Generated image, Individual in Rome.


Figure 3: Generated image, Individual in Paris.


Implications for Businesses


This project demonstrates the potential of text-to-image AI solutions for businesses seeking innovative content creation strategies. The technology paves the way for marketing campaigns, personalized customer experiences, and distinctive offerings, heralding a new era of personalized engagement.


We are excited to explore and expand the horizons of AI-driven personalization, promising a visually stunning and transformative future for businesses and consumers alike.