Tile-Based Image Upscaling Using AI

Abstract

This project addresses the growing demand for high-quality visual content by developing an AI-driven image upscaling solution using diffusion models. The system enhances low-resolution images through a VRAM-efficient, tilebased processing approach that enables super-resolution on standard GPU hardware. The project leverages Stable Diffusion x4 upscaling technology combined with intelligent tiling strategies to overcome memory constraints typically associated with processing large images. By dividing images into manageable tiles and applying diffusion-based enhancement techniques, the system achieves significant detail improvement while maintaining computational efficiency.