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zqhang avatar

zqhang/FairDD

0
View on GitHub↗
5 stars·1 fork·Python·4 views

FairDD

Condensing large datasets into smaller synthetic counterparts has demonstrated its promise for image classification. However, previous research has overlooked a crucial concern in image recognition: ensuring that models trained on condensed datasets are unbiased towards protected attributes…

Features

  • Robustness and Security - Fair dataset distillation to mitigate bias in synthetic data.

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Open-source alternatives to FairDD

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  • mashijie1028/trustddmashijie1028 avatar

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  • mming11/robustdatasetdistillationMming11 avatar

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    This is an official PyTorch implementation of "Group Distributionally Robust Dataset Distillation with Risk Minimization".

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  • yumozi/guardyumozi avatar

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    Official implementation of paper: [Paper](https://arxiv.org/abs/2403.10045) [Code](https://github.com/yumozi/GUARD)[Website](https://yumozi.github.io/GUARD/)

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  • zhouzhengqd/romezhouzhengqd avatar

    zhouzhengqd/ROME

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    Zheng Zhou 1 Wenquan Feng 1 Qiaosheng Zhang 2 3 Shuchang Lyu 1 Qi Zhao 1 Guangliang Cheng 4

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Frequently asked questions

What does zqhang/fairdd do?

Condensing large datasets into smaller synthetic counterparts has demonstrated its promise for image classification. However, previous research has overlooked a crucial concern in image recognition: ensuring that models trained on condensed datasets are unbiased towards protected attributes…

What are the main features of zqhang/fairdd?

The main features of zqhang/fairdd are: Robustness and Security.

What are some open-source alternatives to zqhang/fairdd?

Open-source alternatives to zqhang/fairdd include: mashijie1028/trustdd — Official implementation of our paper Towards Trustworthy Dataset Distillation [arxiv] [Pattern Recognition]. mming11/robustdatasetdistillation — This is an official PyTorch implementation of "Group Distributionally Robust Dataset Distillation with Risk… yumozi/guard — Official implementation of paper: [[Paper]](https://arxiv.org/abs/2403.10045)… zhouzhengqd/rome — Zheng Zhou 1   Wenquan Feng 1  Qiaosheng Zhang 2 3   Shuchang Lyu 1   Qi Zhao 1   Guangliang…