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Browse files- README.md +54 -0
- config.json +43 -0
- model.safetensors +3 -0
README.md
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---
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tags:
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- model_hub_mixin
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- pytorch_model_hub_mixin
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---
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This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
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- Library: [More Information Needed]
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- Docs: [More Information Needed]
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---
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license: apache-2.0
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- en
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---
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<div align="center">
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<h1>LAM: Large Avatar Model for One-shot Animatable Gaussian Head</h1>
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<div align="center" style="display: flex; justify-content: center; flex-wrap: wrap;">
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<!-- <a href='LICENSE'><img src='https://img.shields.io/badge/license-MIT-yellow'></a> -->
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<a href='https://arxiv.org/pdf/2502.17796'><img src='https://img.shields.io/badge/๐-arXiv:2503-10625'></a>
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<a href='https://aigc3d.github.io/projects/LAM/'><img src='https://img.shields.io/badge/๐-Project_Website-blueviolet'></a>
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<a href='https://huggingface.co/spaces/3DAIGC/LAM'><img src='https://img.shields.io/badge/๐ค-HuggingFace_Space-blue'></a>
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<a href="https://www.apache.org/licenses/LICENSE-2.0"><img src="https://img.shields.io/badge/๐-Apache--2.0-929292"></a>
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</div>
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</div>
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## Overview
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This repository contains the models of the paper [LAM](https://arxiv.org/pdf/2502.17796).
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## Quick Start
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Please refer to our [Github Repo](https://github.com/aigc3d/LAM)
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### Download Model
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```python
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from huggingface_hub import snapshot_download
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# LAM-20K Model
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model_dir = snapshot_download(repo_id='3DAIGC/LAM-20K', cache_dir='./exps/releases/lam/lam-20k/step_045500/')
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```
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## Citation
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```
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@article{he2025lam,
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title={LAM: Large Avatar Model for One-shot Animatable Gaussian Head},
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author={He, Yisheng and Gu, Xiaodong and Ye, Xiaodan and Xu, Chao and Zhao, Zhengyi and Dong, Yuan and Yuan, Weihao and Dong, Zilong and Bo, Liefeng},
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journal={arXiv preprint arXiv:2502.17796},
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year={2025}
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}
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```
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config.json
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{
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"add_teeth": false,
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"encoder_feat_dim": 1024,
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"encoder_freeze": false,
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"encoder_grad_ckpt": true,
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"encoder_model_name": "dinov2_vitl14_reg",
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"encoder_type": "dinov2_fusion",
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"expr_param_dim": 10,
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"fix_opacity": false,
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"fix_rotation": false,
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"flame_subdivide_num": 1,
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"flame_type": "flame",
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"gs_clip_scaling": 0.01,
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"gs_mlp_network_config": {
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"activation": "silu",
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"n_hidden_layers": 2,
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"n_neurons": 512
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},
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"gs_query_dim": 1024,
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"gs_sh": 3,
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"gs_use_rgb": true,
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"gs_xyz_offset_max_step": 0.2,
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"has_disc": false,
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"human_model_path": "./pretrained_models/human_model_files",
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"latent_query_points_type": "e2e_flame",
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"oral_mesh_flag": false,
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"pcl_dim": 1024,
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"scale_sphere": false,
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"shape_param_dim": 10,
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"teeth_bs_flag": false,
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"tf_grad_ckpt": true,
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"transformer_dim": 1024,
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"transformer_heads": 16,
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"transformer_layers": 10,
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"transformer_type": "sd3_cond",
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"use_32d": false,
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"use_conf_map": false,
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"use_dual_attention": false,
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"use_gag": false,
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"use_projection_enhancement": false,
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"use_sr": false,
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"use_sym_proj": false
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:f527e6e78fd9743aad95cb15b221b864d8b6d356c1d174c0ffad5d74b9a95925
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size 2356556212
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