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reference images

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Jun 6, 2026 · Artificial Intelligence

Master GPT‑Image‑2: Multi‑Round Iteration, Local Editing, Batch Generation, Reference Images

This guide explains how to unlock GPT‑Image‑2’s four advanced capabilities—multi‑round iteration, natural‑language local editing, multi‑image generation, and reference‑image mode—by showing concrete prompts, code snippets, best‑practice formulas, performance data, and common pitfalls to avoid.

GPT Image 2batch generationimage generation

0 likes · 15 min read

Master GPT‑Image‑2: Multi‑Round Iteration, Local Editing, Batch Generation, Reference Images

DaTaobao Tech

Dec 16, 2024 · Artificial Intelligence

Reference Image Generation for Subject‑Driven Diffusion

This work presents a subject‑driven diffusion pipeline that injects multi‑scale reference features (ReferenceNet‑style) into high‑fidelity backbones such as SD‑XL and Flux, enabling zero‑shot, fine‑grained product consistency across diverse scenes and outperforming current fine‑tuned and zero‑shot methods while noting limits in category coverage and human interactions.

AIDreamBoothIP-Adapter

0 likes · 9 min read

Reference Image Generation for Subject‑Driven Diffusion