SILF

This is the official PyTorch implementation of our TMM 2023 paper:

Forgetting to Remember: A Scalable Incremental Learning Framework for Cross-Task Blind Image Quality Assessment
Rui Ma, Qingbo Wu, King Ngi Ngan, Hongliang Li, Fanman Meng, Linfeng Xu
IEEE Transactions on Multimedia (TMM), 2023

Getting Started

File Organization

+-- ./Data
|   +-- [DatasetName]
|   |    +-- test
|   |    |   +-- test.txt
|   |    +-- train
|   |    |   +-- train.txt
|   |    +-- [DatasetName].txt
+-- main.py
+-- prune.py
+-- network.py
+-- dataset.py

Requirements

• python 3.8.0
• torch 1.11.0
• torchvision 0.12.0
• scipy
• torchsummary
• tensorboardX

Training and Testing

python network.py
python main.py

Citation

If you find this project useful, please consider citing:

@article{ma2023forgetting,
  title={Forgetting to Remember: A Scalable Incremental Learning Framework for Cross-Task Blind Image Quality Assessment},
  author={Ma, Rui and Wu, Qingbo and Ngan, King Ngi and Li, Hongliang and Meng, Fanman and Xu, Linfeng},
  journal={IEEE Transactions on Multimedia},
  year={2023},
  publisher={IEEE}
}