Generating Print-Ready Personalized AI Art Products from Minimal User Inputs

TL;DR

This paper introduces a framework that combines AI-driven prompt generation and upscaling to produce high-resolution, print-ready personalized AI art products from minimal user inputs, enabling new commercial applications.

Contribution

It presents a novel pipeline integrating prompt enhancement and image upscaling to generate high-quality, large-format AI art from minimal inputs, addressing key challenges in the domain.

Findings

Effective high-resolution image generation for large-format prints

Enhanced prompt generation improves artistic diversity

Framework facilitates commercial AI art applications

Abstract

We present a novel framework to advance generative artificial intelligence (AI) applications in the realm of printed art products, specifically addressing large-format products that require high-resolution artworks. The framework consists of a pipeline that addresses two major challenges in the domain: the high complexity of generating effective prompts, and the low native resolution of images produced by diffusion models. By integrating AI-enhanced prompt generations with AI-powered upscaling techniques, our framework can efficiently produce high-quality, diverse artistic images suitable for many new commercial use cases. Our work represents a significant step towards democratizing high-quality AI art, opening new avenues for consumers, artists, designers, and businesses.