 to address these limitations by enabling complex, iterative,
and context-aware image editing. RefineEdit-Agent leverages the powerful
planning capabilities of Large Language Models (LLMs) and the advanced visual
understanding and evaluation prowess of Vision-Language Large Models (LVLMs)
within a closed-loop system. Our framework comprises an LVLM-driven instruction
parser and scene understanding module, a multi-level LLM-driven editing planner
for goal decomposition, tool selection, and sequence generatio