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README.md
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---
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license: mit
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pipeline_tag: text-to-3d
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tags:
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- image-to-3d
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- text-to-3d
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---
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# LGM
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This model contains the pretrained weights for *LGM: Large Multi-View Gaussian Model for High-Resolution 3D Content Creation*.
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### [Project Page](https://me.kiui.moe/lgm/) | [Arxiv](https://arxiv.org/abs/2402.05054) | [Weights](https://huggingface.co/ashawkey/LGM)
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## Introduction
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LGM can generate 3D objects from image or text within 5 seconds at high-resolution based on Gaussian Splatting.
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<video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/63367f9a9895307563659be6/9CVJZ5ZXkhheDPKl3M0pM.mp4"></video>
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<video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/63367f9a9895307563659be6/6DM_hNEDLRJOz95pgVjek.mp4"></video>
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## Model Details
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The model is trained on a ~80K subset of [Objaverse](https://huggingface.co/datasets/allenai/objaverse).
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For more details, please refer to our paper.
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## Usage
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To download the model:
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```python
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from huggingface_hub import hf_hub_download
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ckpt_path = hf_hub_download(repo_id="ashawkey/LGM", filename="model_fp16.safetensors")
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```
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Please refer to our [repo](https://github.com/3DTopia/LGM) for more details on loading and inference.
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## Citation
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```
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@article{tang2024lgm,
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title={LGM: Large Multi-View Gaussian Model for High-Resolution 3D Content Creation},
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author={Tang, Jiaxiang and Chen, Zhaoxi and Chen, Xiaokang and Wang, Tengfei and Zeng, Gang and Liu, Ziwei},
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journal={arXiv preprint arXiv:2402.05054},
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year={2024}
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}
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```
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