stepfun-ai/stepvideo-ti2v

     

   

🔥🔥🔥 News!!

• Mar 17, 2025: 👋 We release the inference code and model weights of Step-Video-TI2V. Download
• Mar 17, 2025: 👋 We release a new TI2V benchmark Step-Video-TI2V-Eval
• Mar 17, 2025: 👋 Step-Video-TI2V has been integrated into ComfyUI-Stepvideo-ti2v. Enjoy!
• Mar 17, 2025: 🎉 We have made our technical report available as open source. Read

🔧 Dependencies and Installation

git clone https://github.com/stepfun-ai/Step-Video-TI2V.git
conda create -n stepvideo python=3.10
conda activate stepvideo
cd StepFun-StepVideo
pip install -e .

🚀 Inference Scripts

• We employed a decoupling strategy for the text encoder, VAE decoding, and DiT to optimize GPU resource utilization by DiT. As a result, a dedicated GPU is needed to handle the API services for the text encoder's embeddings and VAE decoding.

python api/call_remote_server.py --model_dir where_you_download_dir &  ## We assume you have more than 4 GPUs available. This command will return the URL for both the caption API and the VAE API. Please use the returned URL in the following command.

parallel=4  # or parallel=8
url='127.0.0.1'
model_dir=where_you_download_dir

torchrun --nproc_per_node $parallel run_parallel.py \
    --model_dir $model_dir \
    --vae_url $url \
    --caption_url $url  \
    --ulysses_degree  $parallel \
    --prompt "男孩笑起来" \
    --first_image_path ./assets/demo.png \
    --infer_steps 50 \
    --save_path ./results \
    --cfg_scale 9.0 \
    --motion_score 5.0 \
    --time_shift 12.573

The following table shows the requirements for running Step-Video-TI2V model (batch size = 1, w/o cfg distillation) to generate videos:

GPU	height/width/frame	Peak GPU Memory	50 steps
1	768px × 768px × 102f	76.42 GB	1061s
1	544px × 992px × 102f	75.49 GB	929s
4	768px × 768px × 102f	64.63 GB	288s
4	544px × 992px × 102f	64.34 GB	251s

Citation

@misc{huang2025stepvideoti2vtechnicalreport,
      title={Step-Video-TI2V Technical Report: A State-of-the-Art Text-Driven Image-to-Video Generation Model}, 
      author={Haoyang Huang, Guoqing Ma, Nan Duan, Xing Chen, Changyi Wan, Ranchen
  Ming, Tianyu Wang, Bo Wang, Zhiying Lu, Aojie Li, Xianfang Zeng, Xinhao
  Zhang, Gang Yu, Yuhe Yin, Qiling Wu, Wen Sun, Kang An, Xin Han, Deshan Sun,
  Wei Ji, Bizhu Huang, Brian Li, Chenfei Wu, Guanzhe Huang, Huixin Xiong,
  Jiaxin He, Jianchang Wu, Jianlong Yuan, Jie Wu, Jiashuai Liu, Junjing Guo,
  Kaijun Tan, Liangyu Chen, Qiaohui Chen, Ran Sun, Shanshan Yuan, Shengming
  Yin, Sitong Liu, Wei Chen, Yaqi Dai, Yuchu Luo, Zheng Ge, Zhisheng Guan,
  Xiaoniu Song, Yu Zhou, Binxing Jiao, Jiansheng Chen, Jing Li, Shuchang Zhou,
  Xiangyu Zhang, Yi Xiu, Yibo Zhu, Heung-Yeung Shum, Daxin Jiang},
      year={2025},
      eprint={2503.11251},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2503.11251}, 
}

@misc{ma2025stepvideot2vtechnicalreportpractice,
      title={Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model}, 
      author={Guoqing Ma and Haoyang Huang and Kun Yan and Liangyu Chen and Nan Duan and Shengming Yin and Changyi Wan and Ranchen Ming and Xiaoniu Song and Xing Chen and Yu Zhou and Deshan Sun and Deyu Zhou and Jian Zhou and Kaijun Tan and Kang An and Mei Chen and Wei Ji and Qiling Wu and Wen Sun and Xin Han and Yanan Wei and Zheng Ge and Aojie Li and Bin Wang and Bizhu Huang and Bo Wang and Brian Li and Changxing Miao and Chen Xu and Chenfei Wu and Chenguang Yu and Dapeng Shi and Dingyuan Hu and Enle Liu and Gang Yu and Ge Yang and Guanzhe Huang and Gulin Yan and Haiyang Feng and Hao Nie and Haonan Jia and Hanpeng Hu and Hanqi Chen and Haolong Yan and Heng Wang and Hongcheng Guo and Huilin Xiong and Huixin Xiong and Jiahao Gong and Jianchang Wu and Jiaoren Wu and Jie Wu and Jie Yang and Jiashuai Liu and Jiashuo Li and Jingyang Zhang and Junjing Guo and Junzhe Lin and Kaixiang Li and Lei Liu and Lei Xia and Liang Zhao and Liguo Tan and Liwen Huang and Liying Shi and Ming Li and Mingliang Li and Muhua Cheng and Na Wang and Qiaohui Chen and Qinglin He and Qiuyan Liang and Quan Sun and Ran Sun and Rui Wang and Shaoliang Pang and Shiliang Yang and Sitong Liu and Siqi Liu and Shuli Gao and Tiancheng Cao and Tianyu Wang and Weipeng Ming and Wenqing He and Xu Zhao and Xuelin Zhang and Xianfang Zeng and Xiaojia Liu and Xuan Yang and Yaqi Dai and Yanbo Yu and Yang Li and Yineng Deng and Yingming Wang and Yilei Wang and Yuanwei Lu and Yu Chen and Yu Luo and Yuchu Luo and Yuhe Yin and Yuheng Feng and Yuxiang Yang and Zecheng Tang and Zekai Zhang and Zidong Yang and Binxing Jiao and Jiansheng Chen and Jing Li and Shuchang Zhou and Xiangyu Zhang and Xinhao Zhang and Yibo Zhu and Heung-Yeung Shum and Daxin Jiang},
      year={2025},
      eprint={2502.10248},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2502.10248}, 
}