workflow
https://civitai.com/models/1534861?modelVersionId=1736640
try this
https://civitai.com/models/1108146/fluxfill-devgguf
"here i update some thing useful for me and share it for u
1- read any video and generate the prompe as u want in perfect way
2- do excellent random prompt using best key words through last 3 years
https://civitai.com/models/1533911"
ICEdit-MoE-LoRA is a lightweight Low-Rank Adaptation (LoRA) module designed to enable powerful, instruction-based image editing within large diffusion transformers. By fine-tuning only 1% of the parameters and using just 0.5% of the original training data, it achieves state-of-the-art editing capabilities—matching or even surpassing heavier commercial solutions.
🔑 Key Features
Minimal Footprint
Only 1% of parameters vs. prior SOTA, making it fast to load and apply.
Instruction-Driven Editing
Follow natural-language instructions to add, change, or remove objects, adjust colors, and perform style transfers.
High Precision & Flexibility
Supports multi-turn editing sessions with precise control, as well as diverse single-turn edits across realistic imagery.
Compatibility
Built atop the FLUX base model; integrates seamlessly into existing diffusion pipelines via a simple LoRA injection.
⚖️ Comparison with Commercial Models
ICEdit-MoE-LoRA demonstrates performance on par with—and in some metrics, superior to—closed-source giants like Gemini and GPT-4o, especially in:
Character Identity Preservation
Instruction Fidelity
Speed (~9 s per image)
Cost Efficiency
Open-Source Accessibility
🙏 Special Thanks
A heartfelt thank you to sanaka87 for releasing the ICEdit-MoE-LoRA checkpoint and accompanying demos on Hugging Face. Your open-source commitment accelerates innovation across the community!
Model & Demo → https://huggingface.co/sanaka87/ICEdit-MoE-LoRA
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