Official Pytorch implementation for image compression based on VQGAN model includes:
- Finetuned-GAN:Extreme Image Compression using Fine-tuned VQGAN Models, DCC 2024, in this folder
- UIGC:Unifying Generation and Compression: Ultra-low bitrate Image Coding Via Multi-stage Transformer, ICME 2024, in this floder
The implementation is based on VQGAN.
If you find this work useful for your research, please cite:
@inproceedings{mao2024extreme,
title={Extreme image compression using fine-tuned vqgans},
author={Mao, Qi and Yang, Tinghan and Zhang, Yinuo and Wang, Zijian and Wang, Meng and Wang, Shiqi and Jin, Libiao and Ma, Siwei},
booktitle={2024 Data Compression Conference (DCC)},
pages={203--212},
year={2024},
organization={IEEE}
}
@inproceedings{xue2024unifying,
title={Unifying Generation and Compression: Ultra-low bitrate Image Coding Via Multi-stage Transformer},
author={Xue, Naifu and Mao, Qi and Wang, Zijian and Zhang, Yuan and Ma, Siwei},
booktitle={2024 IEEE International Conference on Multimedia and Expo (ICME)},
pages={1-6},
year={2024},
organization={IEEE}
}