This github will be continuously updated for the survey paper:

Large-scale Multi-Modal Pre-trained Models: A Comprehensive Survey, Xiao Wang, Guangyao Chen, Guangwu Qian, Pengcheng Gao, Xiao-Yong Wei, Yaowei Wang, Yonghong Tian, Wen Gao. [arXiv] [MIR] [极市平台公众号] [机器智能研究MIR(MIR编辑部)] [Machine Intelligence Research (Youtube)]

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News

• [2024.06.20] [MIR 下载量 TOP10 好文 (我们的综述下载量：6618次)] [MIR编辑部-机器智能研究MIR]

Framework of this survey

Review and Surveys

Please check this file [Surveys.md]

Datasets

Please check this file [Datasets.md]

Publications

Please check this file [paperList.md]

Experimental Analysis

Other Useful Materials

• Awesome-Multimodal-Large-Language-Models

📃 BibTex:

If you find this survey useful for your research, please cite the following papers:

@article{wang2022MMPTMSurvey,
  title={Large-scale Multi-Modal Pre-trained Models: A Comprehensive Survey},
  author={Wang, Xiao and Chen, Guangyao and Qian, Guangwu and Gao, Pengcheng and Wei, Xiao-Yong and Wang, Yaowei and Tian, Yonghong and Gao, Wen},
  url={https://github.com/wangxiao5791509/MultiModal_BigModels_Survey},
  year={2022}
}

If you have any questions about this survey, please email me via: [email protected] or [email protected]