SwiftPie: Lightning-fast Subject-driven Image Personalization via One step Diffusion

ArXi:2605.01510v1 Announce Type: new Diffusion models have achieved remarkable success in high-quality image synthesis, sparking interest in image-guided generation tasks such as subject-driven image personalization. Despite their impressive personalization results, existing methods typically rely on computationally intensive fine-tuning, iterative optimization, or multi-step denoising processes, which significantly hinder their deployment and interactive capability in real-time applications.