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license: cc-by-4.0
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---
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license: cc-by-nc-4.0
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---
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# Mobile-VideoGPT-0.5B
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---
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## ๐ Description
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Mobile-VideoGPT is an efficient multimodal framework designed to operate with fewer than a billion parameters. Unlike traditional video large multimodal models, Mobile-VideoGPT consists of lightweight dual visual encoders, efficient projectors, and a small language model (SLM) with real-time throughput. We evaluate our model across well-established six video understanding benchmarks (e.g., MVBench, EgoSchema, NextQA, and PerceptionTest), and our results show that Mobile-VideoGPT-0.5B can generate up to 46 tokens per second while outperforming existing state-of-the-art 0.5B-parameter competitors.
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**This model contains Mobile-VideoGPT checkpoints with Qwen-2.5-0.5B LLM**
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## ๐ป Download
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To get started, follow these steps:
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```
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git lfs install
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git clone https://huggingface.co/Amshaker/Mobile-VideoGPT-0.5B
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```
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## ๐ Additional Resources
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- **Paper:** [ArXiv]().
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- **GitHub Repository:** For training and evaluation: [GitHub - Mobile-VideoGPT](https://github.com/Amshaker/Mobile-VideoGPT).
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## ๐ Citations:
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```bibtex
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@article{Shaker2025MobileVideoGPT,
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title={Mobile-VideoGPT: Fast and Accurate Video Understanding Language Model},
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author={Shaker, Abdelrahman and Maaz, Muhammad and Rezatofighi, Hamid and Khan, Salman and Khan, Fahad Shahbaz},
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journal={arxiv},
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year={2025},
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url={https://arxiv.org/abs/X.X}
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}
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