arXiv:2606.24057cs.CV2026-06被引 1

EPEdit用AI实现零微调一键修图,普通人也能轻松创作主题图集。

EPEdit: Redefining Image Editing with Generative AI and User-Centric Design

论文配图:EPEdit: Redefining Image Editing with Generative AI and User-Centric Design
图 1 · 摘自论文原文
  • 基于Stable Diffusion的零样本编辑技术,无需微调
  • 支持换物、去物、改背景、调姿态等10+种操作
  • 文本指令或画框即可操作,适合设计新手

图像编辑需求近年显著增长。传统工具如Photoshop和Capture One虽强大,但需专业知识才能高效使用。生成式AI带来了Luminar Neo、Pixlr X和Canva等替代平台,但许多方案(如Stable Diffusion)仍需大量重训练与微调,用户成本高。为此,我们提出高效图像编辑器EPEdit,结合强大后端与易用前端,支持图像生成、物体替换、移除、背景修改、物体姿态/视角调整、区域特定编辑及主题图集设计,均通过掩码和提示词引导。用户可通过简单文本命令或标记区域进行精确调整,无需技术背景。EPEdit基于Stable Diffusion的零样本图像编辑算法,无需额外微调,实现高效编辑与主题图集创建。用户评估显示其在图像编辑、主题设计及系统性能上优于现有方案,提供友好且低成本的全面图像编辑体验。

原文摘要 · Abstract (English)

The demand for image manipulation has seen a significant increase recently. Traditional tools like Photoshop and Capture One, while powerful, require considerable expertise to use effectively. Generative AI has introduced alternative platforms, such as Luminar Neo, Pixlr X, and Canva. However, many of these solutions, including resource-heavy models like Stable Diffusion, often require substantial retraining and fine-tuning, leading to high costs for users. To address these challenges, we introduce Efficient Photo Editor (EPEdit), an application that integrates a robust backend framework with a user-friendly front-end interface. EPEdit supports a wide range of creative image editing tasks, including image generation, object replacement, object removal, background modification, changes in object pose or perspective, region-specific editing, and thematic collection design, all guided by masks and prompts. Users can interact with the system through simple text commands or by marking areas for precise adjustments, making it accessible even to those without technical expertise. At its core, EPEdit leverages zero-shot image editing algorithms based on Stable Diffusion model, removing the need for additional fine-tuning. This approach enables efficient image manipulation and thematic collection creation. User evaluations for tasks of image editing, thematic design, and overall system performance demonstrate that EPEdit outperforms existing solutions, offering a user-friendly, cost-effective solution for comprehensive image editing.

图像编辑生成式AI零样本用户友好

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