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Video-to-Audio Generation with Hidden Alignment

Manjie Xu, Chenxing Li, Yong Ren, Rilin Chen, Yu Gu, Wei Liang, Dong Yu
Tencent AI Lab

Paper Arxiv Project Page

Generating semantically and temporally aligned audio content in accordance with video input has become a focal point for researchers, particularly following the remarkable breakthrough in text-to-video generation. We aim to offer insights into the video-to-audio generation paradigm.

Install

First install the python requirements. We recommend using conda:

conda create -n vta-ldm python=3.10
conda activate vta-ldm
pip install -r requirements.txt

Then download the checkpoints from huggingface, we recommend using git lfs:

mkdir ckpt && cd ckpt
git clone https://huggingface.co/ariesssxu/vta-ldm-clip4clip-v-large
# pull if large files are skipped:
cd vta-ldm-clip4clip-v-large && git lfs pull

Model List

  • ✅ VTA_LDM (the base model)
  • 🕳️ VTA_LDM+IB/LB/CAVP/VIVIT
  • 🕳️ VTA_LDM+text
  • 🕳️ VTA_LDM+PE
  • 🕳️ VTA_LDM+text+concat
  • 🕳️ VTA_LDM+pretrain+text+concat

Inference

Put the video pieces into the data directory. Run the provided inference script to generate audio content from the input videos:

bash inference_from_video.sh

You can custom the hyperparameters to fit your personal requirements. We also provide a script that can help merge the generated audio content with the original video based on ffmpeg:

bash tools/merge_video_audio

Training

TBD. Code Coming Soon.

Ack

This work is based on some of the great repos:
diffusers
Tango
Audioldm

Cite us

@misc{xu2024vta-ldm,  
      title={Video-to-Audio Generation with Hidden Alignment},   
      author={Manjie Xu and Chenxing Li and Yong Ren and Rilin Chen and Yu Gu and Wei Liang and Dong Yu},
      year={2024},
      eprint={2407.07464},
      archivePrefix={arXiv},
      url={https://arxiv.org/abs/2407.07464}, 
}

Disclaimer

This is not an official product by Tencent Ltd.