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Video Presentation
Main Result Comparisons
Base Model LoRA-0.7B Expansion-1.4B Expansion-LLM-1.4B
Black swan gliding past a green lily pad.
Base Model LoRA-0.7B Expansion-1.4B Expansion-LLM-1.4B
Girl with curly hair riding a red bike.
Base Model LoRA-0.7B Expansion-1.4B Expansion-LLM-1.4B
A cat wearing sunglasses at a pool.
Base Model LoRA-0.7B Expansion-1.4B Expansion-LLM-1.4B
Pyramidal tent sheltering a round grill.
BibTeX
@article{rao2024modelgrowcontinualtexttovideopretraining,
title={ModelGrow: Continual Text-to-Video Pre-training with Model Expansion and Language Understanding Enhancement},
author={Zhefan Rao and Liya Ji and Yazhou Xing and Runtao Liu and Zhaoyang Liu and Jiaxin Xie and Ziqiao Peng and Yingqing He and Qifeng Chen},
year={2024},
eprint={2412.18966},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2412.18966},
}