1st Workshop on Dataset Distillation for Computer Vision

Coreset Selection for Object Detection

Hojun Lee,

Suyoung Kim,

Junhoo Lee,

Jaeyoung Yoo,

Nojun Kwak

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Lee_2024_CVPR, author = {Lee, Hojun and Kim, Suyoung and Lee, Junhoo and Yoo, Jaeyoung and Kwak, Nojun}, title = {Coreset Selection for Object Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7682-7691} }

AugData Distillation for Monocular 3D Human Pose Estimation

Jiman Kim

[pdf]

[bibtex]

@InProceedings{Kim_2024_CVPR, author = {Kim, Jiman}, title = {AugData Distillation for Monocular 3D Human Pose Estimation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7672-7681} }

Dataset Condensation with Latent Quantile Matching

Wei Wei,

Tom De Schepper,

Kevin Mets

[pdf] [supp]

[bibtex]

@InProceedings{Wei_2024_CVPR, author = {Wei, Wei and De Schepper, Tom and Mets, Kevin}, title = {Dataset Condensation with Latent Quantile Matching}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7703-7712} }

Large-scale Dataset Pruning with Dynamic Uncertainty

Muyang He,

Shuo Yang,

Tiejun Huang,

Bo Zhao

[pdf] [arXiv]

[bibtex]

@InProceedings{He_2024_CVPR, author = {He, Muyang and Yang, Shuo and Huang, Tiejun and Zhao, Bo}, title = {Large-scale Dataset Pruning with Dynamic Uncertainty}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7713-7722} }

Generative Dataset Distillation: Balancing Global Structure and Local Details

Longzhen Li,

Guang Li,

Ren Togo,

Keisuke Maeda,

Takahiro Ogawa,

Miki Haseyama

[pdf] [arXiv]

[bibtex]

@InProceedings{Li_2024_CVPR, author = {Li, Longzhen and Li, Guang and Togo, Ren and Maeda, Keisuke and Ogawa, Takahiro and Haseyama, Miki}, title = {Generative Dataset Distillation: Balancing Global Structure and Local Details}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7664-7671} }

Exploring the Impact of Dataset Bias on Dataset Distillation

Yao Lu,

Jianyang Gu,

Xuguang Chen,

Saeed Vahidian,

Qi Xuan

[pdf] [arXiv]

[bibtex]

@InProceedings{Lu_2024_CVPR, author = {Lu, Yao and Gu, Jianyang and Chen, Xuguang and Vahidian, Saeed and Xuan, Qi}, title = {Exploring the Impact of Dataset Bias on Dataset Distillation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7656-7663} }

DEEPDISTAL: Deepfake Dataset Distillation using Active Learning

Md Shohel Rana,

Mohammad Nur Nobi,

Andrew Sung

[pdf]

[bibtex]

@InProceedings{Rana_2024_CVPR, author = {Rana, Md Shohel and Nobi, Mohammad Nur and Sung, Andrew}, title = {DEEPDISTAL: Deepfake Dataset Distillation using Active Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7723-7730} }

ATOM: Attention Mixer for Efficient Dataset Distillation

Samir Khaki,

Ahmad Sajedi,

Kai Wang,

Lucy Z. Liu,

Yuri A. Lawryshyn,

Konstantinos N. Plataniotis

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Khaki_2024_CVPR, author = {Khaki, Samir and Sajedi, Ahmad and Wang, Kai and Liu, Lucy Z. and Lawryshyn, Yuri A. and Plataniotis, Konstantinos N.}, title = {ATOM: Attention Mixer for Efficient Dataset Distillation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7692-7702} }