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README.md

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-# LISA
+# LISA: Reasoning Segmentation Via Large Language Model
+
+This is the official implementation of ***LISA (Large-language Instructed Segmentation Assistant)***. In this work, we propose a new segmentation task --- ***reasoning segmentation***. The task is designed to output a segmentation mask given a complex and implicit query text. We establish a benchmark comprising over one thousand image-instruction pairs, incorporating intricate reasoning and world knowledge for evaluation purposes. Finally, we present LISA: Large-language Instructed Segmentation Assistant, which inherits the language generation capabilities of the multi-modal Large Language Model (LLM) while also possessing the ability to produce segmentation masks.
+For more details, please refer to:
+
+**LISA: Reasoning Segmentation Via Large Language Model [[Paper]()]** <br />
+[Xin Lai](https://scholar.google.com/citations?user=tqNDPA4AAAAJ&hl=zh-CN),
+[Zhuotao Tian](https://scholar.google.com/citations?user=mEjhz-IAAAAJ&hl=en),
+[Yukang Chen](https://scholar.google.com/citations?user=6p0ygKUAAAAJ&hl=en),
+[Yanwei Li](https://scholar.google.com/citations?user=I-UCPPcAAAAJ&hl=zh-CN),
+[Yuhui Yuan](https://scholar.google.com/citations?user=PzyvzksAAAAJ&hl=en),
+[Shu Liu](https://scholar.google.com.hk/citations?user=BUEDUFkAAAAJ&hl=zh-CN)
+[Jiaya Jia](https://scholar.google.com/citations?user=XPAkzTEAAAAJ&hl=en)<br />
+
+<p align="center"> <img src="docs/VoxelNeXt-Pipeline.png" width="100%"> </p>
+
+### Experimental results
+
+
+## Citation 
+If you find this project useful in your research, please consider citing:
+
+```
+@article{reason-seg,
+  title={LISA: Reasoning Segmentation Via Large Language Model},
+  author={Xin Lai and Zhuotao Tian and Yukang Chen and Yanwei Li and Yuhui Yuan and Shu Liu and Jiaya Jia},
+  journal={arXiv:},
+  year={2023}
+}
+
+```
+
+
+## Acknowledgement
+-  This work is built upon the [LLaMA](https://github.com/facebookresearch/llama), [SAM](https://github.com/facebookresearch/segment-anything), and LLaVA(https://github.com/haotian-liu/LLaVA).