lkorycki / rsb

rsb

Experiments for: Class-Incremental Experience Replay for Continual Learning under Concept Drift.

Code

• ER, RSB: learners/er.py

• Experiments: benchmark/er_runner.py

Packages

pip install --upgrade pip
pip install wheel
pip install -r requirements.txt

Extractors

Can be downloaded from: https://drive.google.com/drive/folders/1bNv8s3QXrZWMy1PTs_4B2TGTeM_HzI21?usp=sharing

Run

If you use TensorBoard:

tensorboard --logdir runs/er

Then:

python main.py

Results

• CSV files can be found in results.

• TensorBoard: http://localhost:6006/

Citation

@article{Korycki2021:er,
  title={Class-Incremental Experience Replay for Continual Learning under Concept Drift},
  author={Lukasz Korycki and B. Krawczyk},
  journal={2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
  year={2021},
  pages={3644-3653}
}