CVPR 2024 Open Access Repository

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} }
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} }
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} }
Dataset Condensation with Latent Quantile Matching: Wei Wei,

Tom De Schepper,

Kevin Mets; [pdf] [supp] [arXiv]
[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} }
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} }
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} }
Leveraging Perceptual Scores for Dataset Pruning in Computer Vision Tasks: Raghavendra Singh; [pdf] [arXiv]
[bibtex]
@InProceedings{Singh_2024_CVPR, author = {Singh, Raghavendra}, title = {Leveraging Perceptual Scores for Dataset Pruning in Computer Vision Tasks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {8159-8163} }
DynaDistill: Leveraging Real-Time Feedback for Effective Dataset Distillation: Zongxiong Chen,

Derui Zhu,

Jiahui Geng,

Sonja Schimmler,

Manfred Hauswirth; [pdf]
[bibtex]
@InProceedings{Chen_2024_CVPR, author = {Chen, Zongxiong and Zhu, Derui and Geng, Jiahui and Schimmler, Sonja and Hauswirth, Manfred}, title = {DynaDistill: Leveraging Real-Time Feedback for Effective Dataset Distillation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {8154-8158} }
CheckMATE: Efficient Video Summarization by Checking Mutually Averaged Temporal Encapsulation: Masud An-Nur Islam Fahim,

Jani Boutellier; [pdf]
[bibtex]
@InProceedings{Fahim_2024_CVPR, author = {Fahim, Masud An-Nur Islam and Boutellier, Jani}, title = {CheckMATE: Efficient Video Summarization by Checking Mutually Averaged Temporal Encapsulation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {8343-8348} }