ELI for Object Detection (CVPR 2022)

Installation and Setup

• Install the Detectron2 library that is packages along with this code base. See INSTALL.md.
• Download and extract Pascal VOC 2007 to ./datasets/VOC2007/
• ELI enhances already trained incremental models. You can download trained incremental models from iOD repository. Here are the direct links: 19+1 | 15+5 | 10+10
• Use the script: run.sh (You may uncomment the other commands in this scrips to train the base and incremetal models.)

Environment Configurations

• Python version: 3.6.7
• PyTorch version: 1.3.0
• CUDA version: 11.0
• GPUs: 4 x NVIDIA GTX 1080-ti

Acknowledgement

The code is build on top of Detectron2 library.

Citation

If you find our research useful, please consider citing us:

@inproceedings{joseph2022Energy,
  title={Energy-based Latent Aligner for Incremental Learning},
  author={Joseph, KJ and Khan, Salman and Khan, Fahad Shahbaz and Anwar, Rao Muhammad and Balasubramanian, Vineeth},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year={2022}
}

@article{joseph2021incremental,
  title={Incremental object detection via meta-learning},
  author={Joseph, KJ and Rajasegaran, Jathushan and Khan, Salman and Khan, Fahad Shahbaz and Balasubramanian, Vineeth},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2021}
}