Guidelines for Improving Editing Accuracy
The following approach is proposed for the accuracy problem of natural language instruction parsing:
- Structured Instruction Templates: Use the "subject+action+property" format, e.g."Replace [pose] with [hand raised] for [person in red on left]"60% improvement over fuzzy command effect (based on GEdit-Bench test data)
- Area labeling assistance: In the ComfyUI plugin, you can specify the editing area with the box selection tool, which can be combined with text commands to avoid global modification by mistake.
- Step-by-step refinement strategy: Complex editing is recommended to be broken down into multiple steps to be processed sequentially, such as first"Remove background clutter."then (after sth, and not until then)"Add a star effect."
Special note: model response to concrete attributes such as color, position, etc. is preferred over abstract descriptions, and commands should include such things as"Blue.","Upper right corner."explicit qualifier
This answer comes from the articleStep1X-Edit: An Open Source Tool for Editing Images with Natural Language InstructionsThe
May not be reproduced without permission:AI productivity tools " How can I improve the command editing accuracy of Step1X-Edit?
