🚀 The DCVC-family offers a series of neural image and video codecs. This document provides links to the code, papers, and checkpoints for each codec.
| Model | Link | Checkpoint |
|---|---|---|
| DCVC | Code & Paper (NeurIPS 2021) & Paper (arXiv) | Checkpoints |
| DCVC-TCM | Code & Paper (IEEE TMM) & Paper (arXiv) | Checkpoints |
| DCVC-HEM | Code & Paper (ACM MM 2022) & Paper (arXiv) | Checkpoints |
| DCVC-DC | Code & Paper (CVPR 2023) & Paper (arXiv) | Checkpoints |
| DCVC-FM | Code & Paper (CVPR 2024) & Paper (arXiv) | Checkpoints |
| EVC | Code & Paper (ICLR 2023) & Paper (arXiv) | Checkpoints |
- As a backup, all the pretrained models could be found here.
💐 The implementation of DCVC-family is based on CompressAI and PyTorchVideoCompression.
📄 If you find this work useful for your research, please cite:
@article{li2021deep,
title={Deep Contextual Video Compression},
author={Li, Jiahao and Li, Bin and Lu, Yan},
journal={Advances in Neural Information Processing Systems},
volume={34},
year={2021}
}
@article{sheng2022temporal,
title={Temporal context mining for learned video compression},
author={Sheng, Xihua and Li, Jiahao and Li, Bin and Li, Li and Liu, Dong and Lu, Yan},
journal={IEEE Transactions on Multimedia},
year={2022},
publisher={IEEE}
}
@inproceedings{li2022hybrid,
title={Hybrid Spatial-Temporal Entropy Modelling for Neural Video Compression},
author={Li, Jiahao and Li, Bin and Lu, Yan},
booktitle={Proceedings of the 30th ACM International Conference on Multimedia},
year={2022}
}
@inproceedings{li2023neural,
title={Neural Video Compression with Diverse Contexts},
author={Li, Jiahao and Li, Bin and Lu, Yan},
booktitle={{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2023, Vancouver, Canada, June 18-22, 2023},
year={2023}
}
@inproceedings{li2024neural,
title={Neural Video Compression with Feature Modulation},
author={Li, Jiahao and Li, Bin and Lu, Yan},
booktitle={{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2024, Seattle, WA, USA, June 17-21, 2024},
year={2024}
}
@inproceedings{wang2023EVC,
title={EVC: Towards Real-Time Neural Image Compression with Mask Decay},
author={Wang, Guo-Hua and Li, Jiahao and Li, Bin and Lu, Yan},
booktitle={International Conference on Learning Representations},
year={2023}
}