单次操作实现多指令图像编辑，精准控制每处修改。
PromptArtisan: Multi-instruction Image Editing in Single Pass with Complete Attention Control
- 用新注意力机制一次性完成多个编辑指令。
- 支持掩码重叠，可精确控制修改区域。
- 无需训练，适合初学者与专业人士使用。
我们提出 PromptArtisan，一种突破性的单次通过多指令图像编辑方法，显著提升效率并消除传统迭代修正的耗时问题。用户可为图像中不同区域提供多个编辑指令，每个指令对应一个特定掩码，支持掩码交集或重叠，实现复杂精细的图像变换。该方法结合预训练 InstructPix2Pix 模型与新颖的完整注意力控制机制（CACM），确保对用户指令的精准遵循，实现细粒度编辑控制。此外，本方法为零样本，无需额外训练，且处理复杂度优于传统迭代方法。通过无缝集成多指令能力、单次执行效率与完整注意力控制，PromptArtisan 开启了创意高效图像编辑的新可能，适用于各类用户。
原文摘要 · Abstract (English)
We present PromptArtisan, a groundbreaking approach to multi-instruction image editing that achieves remarkable results in a single pass, eliminating the need for time-consuming iterative refinement. Our method empowers users to provide multiple editing instructions, each associated with a specific mask within the image. This flexibility allows for complex edits involving mask intersections or overlaps, enabling the realization of intricate and nuanced image transformations. PromptArtisan leverages a pre-trained InstructPix2Pix model in conjunction with a novel Complete Attention Control Mechanism (CACM). This mechanism ensures precise adherence to user instructions, granting fine-grained control over the editing process. Furthermore, our approach is zero-shot, requiring no additional training, and boasts improved processing complexity compared to traditional iterative methods. By seamlessly integrating multi-instruction capabilities, single-pass efficiency, and complete attention control, PromptArtisan unlocks new possibilities for creative and efficient image editing workflows, catering to both novice and expert users alike.
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