100 Years of Data Augmentation
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@article{islam2026s,
title = {$S^{2}$-FracMix: Label-Preserving Self-Saliency Mixup Augmentation},
author = {Islam, Khawar and Mahmood, Arif and Jin, Xin and Akhtar, Naveed},
journal = {arXiv preprint arXiv:2606.25784},
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}
}