EPEdit: 用生成式AI和以用户为中心的设计重新定义图像编辑
EPEdit: Redefining Image Editing with Generative AI and User-Centric Design
AI总结：
提出EPEdit应用，结合零样本Stable Diffusion模型和用户友好界面，支持多种图像编辑任务，无需微调，性能优于现有方案。
摘要：
最近，图像处理的需求显著增加。像Photoshop和Capture One这样的传统工具虽然功能强大，但需要相当的专业知识才能有效使用。生成式AI引入了替代平台，如Luminar Neo、Pixlr X和Canva。然而，许多这些解决方案，包括像Stable Diffusion这样资源密集型的模型，通常需要大量的重新训练和微调，导致用户成本高昂。为了解决这些挑战，我们引入了高效照片编辑器（EPEdit），一个集成了强大后端框架和用户友好前端界面的应用程序。EPEdit支持广泛的创意图像编辑任务，包括图像生成、对象替换、对象移除、背景修改、对象姿态或视角变化、区域特定编辑和主题集合设计，所有这些都由掩码和提示指导。用户可以通过简单的文本命令或标记区域进行精确调整来与系统交互，即使没有技术专长也能轻松使用。EPEdit的核心利用基于Stable Diffusion模型的零样本图像编辑算法，消除了额外微调的需要。这种方法实现了高效的图像操作和主题集合创建。针对图像编辑、主题设计和整体系统性能的用户评估表明，EPEdit优于现有解决方案，为全面的图像编辑提供了用户友好且成本效益高的解决方案。
英文摘要：
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.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
