100 Years of Data Augmentation

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@inproceedings{islam2026s2fracmix,
  title     = {S2-FracMix: Rethinking Data Augmentation via Single Saliency-Guided Mixup},
  author    = {Islam, Khawar and Mahmood, Arif and Jin, Xin and Akhtar, Naveed},
  booktitle = {European Conference on Computer Vision (ECCV)},
  year      = {2026}
}

@article{islam2024genmix,
  title   = {GenMix: Effective Data Augmentation with Generative Diffusion Model Image Editing},
  author  = {Islam, Khawar and Zaheer, Muhammad Zaigham and Mahmood, Arif and Nandakumar, Karthik and Akhtar, Naveed},
  journal = {arXiv preprint arXiv:2412.02366},
  year    = {2024}
}

@inproceedings{islam2025context,
  title     = {Context-Guided Responsible Data Augmentation with Diffusion Models},
  author    = {Islam, Khawar and Akhtar, Naveed},
  booktitle = {ICLR 2025 Workshop on Navigating and Addressing Data Problems for Foundation Models},
  year      = {2025}
}

@inproceedings{islam2024diffusemix,
  title     = {DiffuseMix: Label-Preserving Data Augmentation with Diffusion Models},
  author    = {Islam, Khawar and Zaheer, Muhammad Zaigham and Mahmood, Arif and Nandakumar, Karthik},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year      = {2024}
}