Create README.md

README.md

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+## Model Overview
+
+This model is introduced in the paper:
+
+**PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images**  
+https://arxiv.org/abs/2509.25185
+
+PixelCraft is a multi-agent framework designed for precise visual reasoning on structured images, with a focus on pixel-level grounding.
+
+## Intended Use
+
+The model is intended for structured image understanding and grounding tasks, where accurate localization of visual elements is required to support downstream reasoning.
+
+## Inference
+
+The reference inference implementation is provided in the PixelCraft repository.
+
+The grounding and inference logic can be found at:
+
+https://github.com/microsoft/PixelCraft/blob/main/src/tools/grounding.py
+
+Please refer to this script for:
+- Model loading
+- Input preprocessing
+- Grounding and inference execution
+- Output formats
+
+Users are expected to follow the provided implementation when running inference with this model.
+
+## Citation
+
+If you use this model, please cite the corresponding paper:
+
+```bibtex
+@article{zhang2025pixelcraft,
+  title={PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images},
+  author={Zhang, Shuoshuo and Li, Zijian and Zhang, Yizhen and Fu, Jingjing and Song, Lei and Bian, Jiang and Zhang, Jun and Yang, Yujiu and Wang, Rui},
+  journal={arXiv preprint arXiv:2509.25185},
+  year={2025}
+}
+```