Project Summary

The client wanted an automated system that used generative AI to achieve two primary goals. First, to create images based on user-provided prompts, simplifying the image creation process for the users. Secondly, it should work as a versatile image editing tool, allowing users to quickly and precisely improve and modify images. This system brought together the power of generative AI for image creation and editing, providing users with a complete solution for their creative and image manipulation needs.

Technical Stack

  • Mern stack
  • PostgresSQL
  • MySQL
  • Redis
  • Python
  • Python 3
  • Industry

    Information Technology

  • region
  • Region

    USA

  • project-size
  • Project Size

    $15,000 - $22,000

Highlights

Real-time Data Ingestion

Versatile Prompt-Based Functions

Diverse Generative AI Models

Efficient Inference Processing

Challenges

  • Create photorealistic images while maintaining the specified region unchanged.
  • For optimal efficiency, employ multiple generative AI models simultaneously.

Technical Challenges

  • Incorporate inpainting features by utilizing masks to limit modifications to either the masked area or areas outside of it.
  • Set up an ETL pipeline capable of ingesting real-time data for immediate image generation and editing predictions.
  • Reduce inference time by focusing processing efforts exclusively on the designated sections of the photograph, guided by the provided prompt.

Solutions

  • Our development team proposed the creation of an interactive web application featuring Generative AI models that can be trained to generate realistic images based on user prompts. This AI system offers a variety of specialized generative AI models tailored to specific image generation needs, accompanied by a selection of image processing methods to ensure highly accurate results.
  • Furthermore, our proposed AI models are designed to retain self-learning capabilities even after deployment, enabling them to adapt to real-time scenarios. We suggested integrating all the aforementioned features and AI models seamlessly into a desktop application to provide an efficient solution.

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Benefits Post-Implementation

By leveraging AI models and a user-friendly desktop application, clients experienced several advantages:

  • The precise end-to-end system enabled the creation of innovative images.
  • The automated AI system offered a feature for editing existing images according to users' preferences through inpainting.
  • This AI system also provides capabilities for generating text-to-text prompts, image-to-image transformations, and text-to-image conversions.
  • no.-of-resources
  • No. of Developers

    04

  • time-frame
  • Time Frame

    September 2021- November 2022

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